{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.408114Z",
     "start_time": "2024-10-08T14:56:59.406131Z"
    }
   },
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "14fdc1b46c4eaf45"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# A simple example",
   "id": "e1260f8a52e7d58b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.466491Z",
     "start_time": "2024-10-08T14:56:59.426041Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots()             # Create a figure containing a single Axes.\n",
    "ax.plot([1, 2, 3, 4], [1, 4, 2, 3])  # Plot some data on the Axes.\n",
    "plt.show()                           # Show the figure."
   ],
   "id": "4374d1b1b55b11c7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# Parts of a Figure\n",
    "Here are the components of a Matplotlib Figure.\n",
    "![Figure Components](./images/FigureComponents.png)"
   ],
   "id": "ca1a770f27532a7b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.694399Z",
     "start_time": "2024-10-08T14:56:59.474367Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig = plt.figure()             # an empty figure with no Axes\n",
    "fig, ax = plt.subplots()       # a figure with a single Axes\n",
    "fig, axs = plt.subplots(2, 2)  # a figure with a 2x2 grid of Axes\n",
    "# a figure with one Axes on the left, and two on the right:\n",
    "fig, axs = plt.subplot_mosaic([['left', 'right_top'],\n",
    "                               ['left', 'right_bottom']])"
   ],
   "id": "9b678f8b062bd777",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Types of inputs to plotting functions",
   "id": "b247ca7623cae92"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.756761Z",
     "start_time": "2024-10-08T14:56:59.701388Z"
    }
   },
   "cell_type": "code",
   "source": [
    "np.random.seed(19680801)  # seed the random number generator.\n",
    "data = {'a': np.arange(50),\n",
    "        'c': np.random.randint(0, 50, 50),\n",
    "        'd': np.random.randn(50)}\n",
    "data['b'] = data['a'] + 10 * np.random.randn(50)\n",
    "data['d'] = np.abs(data['d']) * 100\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 2.7), layout='constrained')\n",
    "# c: color\n",
    "# s: size\n",
    "ax.scatter('a', 'b', c='c', s='d', data=data)\n",
    "ax.set_xlabel('entry a')\n",
    "ax.set_ylabel('entry b')"
   ],
   "id": "9d0c8a47fc3ec8e7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'entry b')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# Coding styles\n",
    "## object-oriented (OO) style"
   ],
   "id": "89c36eee54c1a3a8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.843631Z",
     "start_time": "2024-10-08T14:56:59.763911Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.linspace(0, 2, 100)  # Sample data.\n",
    "\n",
    "# Note that even in the OO-style, we use `.pyplot.figure` to create the Figure.\n",
    "fig, ax = plt.subplots(figsize=(5, 2.7), layout='constrained')\n",
    "ax.plot(x, x, label='linear')  # Plot some data on the Axes.\n",
    "ax.plot(x, x**2, label='quadratic')  # Plot more data on the Axes...\n",
    "ax.plot(x, x**3, label='cubic')  # ... and some more.\n",
    "ax.set_xlabel('x label')  # Add an x-label to the Axes.\n",
    "ax.set_ylabel('y label')  # Add a y-label to the Axes.\n",
    "ax.set_title(\"Simple Plot\")  # Add a title to the Axes.\n",
    "ax.legend()  # Add a legend."
   ],
   "id": "5b92c0e6c14686a8",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11abe88f0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "##  the pyplot-style",
   "id": "3dcb83e38cb1d08a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.932748Z",
     "start_time": "2024-10-08T14:56:59.851157Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.linspace(0, 2, 100)  # Sample data.\n",
    "\n",
    "plt.figure(figsize=(5, 2.7), layout='constrained')\n",
    "plt.plot(x, x, label='linear')  # Plot some data on the (implicit) Axes.\n",
    "plt.plot(x, x**2, label='quadratic')  # etc.\n",
    "plt.plot(x, x**3, label='cubic')\n",
    "plt.xlabel('x label')\n",
    "plt.ylabel('y label')\n",
    "plt.title(\"Simple Plot\")\n",
    "plt.legend()"
   ],
   "id": "35fcb9261d05188a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14aa090d0>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:56:59.996705Z",
     "start_time": "2024-10-08T14:56:59.939059Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def my_plotter(ax, data1, data2, param_dict):\n",
    "    \"\"\"\n",
    "    A helper function to make a graph.\n",
    "    \"\"\"\n",
    "    out = ax.plot(data1, data2, **param_dict)\n",
    "    return out\n",
    "\n",
    "data1, data2, data3, data4 = np.random.randn(4, 100)  # make 4 random data sets\n",
    "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(5, 2.7))\n",
    "my_plotter(ax1, data1, data2, {'marker': 'x'})\n",
    "my_plotter(ax2, data3, data4, {'marker': 'o'})"
   ],
   "id": "766acc6502c7c4d7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x14aaefec0>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 2 Axes>"
      ],
      "image/png": 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22Yn4TEBjQ18P9qT2vAqSdnXQ6khsOk5JrW19atcP4Z4OzPcPoFxslv92kVNfs8TxrCpOnZdeBI2PcMfr82LNKhabW7R45KdzkDerEehqh9lxXsivasTBq1Rm4K6RgZznt6d9wBwJAc5Y1IutMT2NLajd4GRXNOCTfVcx8aPDuGXjKfx8+hpqGlvg7iDCfWOCMdmEpVWpXInPDmabeLdWbjLjVLBuf+uF4MHxIXC2E5pdHdM7w31pZYy0vidIK1Ego6weAHWRWpOYifBXd9sC2nXGU1Mj4OXUahHV1KLF54csf69ptp4v4thZ1SupZu1ovQjKFCRJ4r7vk5Cu/24V1DThnu/OYu5nx0CSwLhwd4R6OHBe05H2ATYEgA13JdwQaUcaW1C7ASlXKPHtsVzc9NkxTFtzBJ8dzEZBTRPsRHzcPMQPPz4wAqdfmQpXexEOXa3kvHZcuLtVKsBRoaYbTfOrm/D+f+kAACeJEGOsMFEtV6hwqajO+r9gJ/nrIjVGR8AjmIuVRkfa+tR6CWvGxnQEB7EAr86JZm6LBTw0q1t3aqYmYRMAbh9m3pRdakFo8sr2FJwxMTamUd/oHevraPRYRx35ae4ZHQRf5xtrioOtpnaDoFCqsSe1DDuTi3Eypxq02YuAR2BCpAcWDPbF9BgvRtIMAKV1xh6dz88cgMF6ubGli8u/l8373X15JBd2IgGWTQ7H6VzrZkOt2p2ObY+Nseq5nUGj1WFHcgn1u45Esr4eyGf1qdkCW/dhqPCrbVThnV3pVo2N6Qjz433x65kCJOXVIMTdHmUKJeqaqFqVu6MYlazdGC38SEyrMPd2WLc/C2dya7B4RACjmgWApLxq/HbW8nzIvy+V4sVZ0Zy0ZWfk93F+TnhrfmyHX99fsQW16xiVRovDVyuxM7kY+9Mr0KJpXYX6yiR4fFIY5g7yhau9iLmf7UBfZWDQOiPGiwlonbmw+8gk0OpIPPLTOSMTWDY8ojUFeaVYAZIkuz2Ncjy7inMho/nv6fHYk1pmk/N3I6YUfqYwNzamIxAEgZXzY3HTZ8cZIdMGfQpyeLAL5sT54MktF8EjgP0rJuLctVr8eaEIBAH4yqQoNrHwO5VbjVO51ZBJhVg0xA/Tor3w5OYLbR6LKTstdnrUEj/cOxxiER9bkgrw96USOIj5+Pae4TdU2pHGln68ztDpSJzOrcYr2y9j+Lv78ejP57E7pQwtGh3CPR3w/IxIPDguBCVyJWqb1EYBjXagTytRIDGt1SmfIIDnZgyw+jhMjWVZPDwAPII6eScO8MCxLCq1+eqcKPiaaI6dHuMFiZD6ijartUgtVlj9+R1l+4Vio/u8nMSI8HTgmBzbGrC7FmsMgmnaaxTcFtE+ToyDx38sR/3dKWXQkiTc7EXQkUByYR1e1asd7xsTDHcHkdH7nHh5Cp6ZFgFfmQTyZjV+OJmPpZvOWK1UZKcbz+RWY8onR9p8jaudCJOiPeHhKMIevbXcm/NizTacX+/YdmrXCemlCuy4WIy/L5VwLgzeThLMH+yL+fG+iPV1YlZuMqmQs+swVPY98et5zvsvHOzH2FdZy8gQV04NIcLLEWPD3XEsqwo3f3ESABDr64QHxobAUSI0kkdnlNVj22NjcNNn1LT0eRuOI+e9Od029qVeqca+NGOl5fgID+bfjd6hdVVdx0bHFH7WGgVby7PTI/Hv5RLkVHL71F7Ydpmpk93zXRK0OhL+LlI8P2MAxn5wkPPcaG9H+DlL8cy0SDw1JQLHsipx3/dn23UcdLpx67lCvLCt1Q+SgHGrC82pV6dAqyPx/NbLaNHoMGmAh0mnnxsFW1DrxxTVNuHvSyXYebEEV8vrmfsdJQLMifPBgiG+GBliWlrMdsegg5ufsxQ5lQ148IezOJDBrRs8M6396ba5g3w4Qc3VXogFg/2YplcAeGchNXX31qH+RkHtWnUTlGotFgz2xU59neutv6/g7QWx3ZJW+S+1DEq1saR7fIQ757Yt9di1dEbh11khBY1MKsRLs6I4gQQAWjQ6Jm1PL2RW3zwQGh3J1N5oonxaF318HsEZnZQQ6IxLRXKziyF6AOiwIBd8sCcDGw/nMI95O0mweEQA1u3PQoSnA5pbtCjSpz0/u3MIxAI+vj6ag+TCOjiKBYw7yo2KLaj1M+qaWrArpRQ7L5YgKb81YIj4PEyO8sCiIX6YNMDTyGTYFMunRmBtYiazAiyua0ZxsukBrjPWHoWvsxQ+Mgl8ZFL4OlN/+jhL4Kv/00nCHXA4JowbDBzFQgwLdmFux/k5ISGQum3KbgsA/rcjFT89OIIJaj+fvgYPR3G3BJZt54tYxypAvUoDgqB2aja6j84Epq70MbwlwR+bkwpwsaAOALBqURx+OV2A9NLWtPftw/wxPsIDqcVyo9dHebfK+dNLFYzz/rLJYXhhZhRe/vOyWbEICeDmBD8s23wB+1hpfxGfh/vHBmP7Beq7mVXBnbcm5BPIrmjAx/uohenrN8XAR3ZjqR0NsQW1foBSrcX+9HLsuFiCI5kVUGupMEQQVIpv4WA/zI7zgczM1FxzrD+QxUlpzB3oAwexAL+fMz7xVBod8qoajSZWs3EQC6ig5yyFr0wCT4Mx8RodyQkckV6tK1udjoRUyDdq9s4oq8e/l0oxKtSVUUquScxEcmEtvrtvRHv+uhYpqm3iTEB+aHwo1u7PRJyvjFN3tNH1dCQw0TubrnSb4fEIvD0/DvM2UOnupLwabLp3GMa835pmpGvFBTXGpsb0Tk3eRDnvK9U6jI9wx4rpA5Bb2cBMfDDH54dyjO5r0eqw+r8Mk88nADz+ywUEu9uhRaPDhEgP3Gah3eBGwRbU+ihaHYmTOVXYcbEEe6+UoYE1iTfaxwkLB/ti/mDfDq/K6Bra2HA3nMiuRrSPI3allCLah1s3e3RCKFbMiES5XIUSeTNK5c0oqVOiVN6M0jolSuTU73VNajSoNMiqaDBaTdI89gu3Trf9QjFC3Ozh7yqFUq0z6V4CUEHs7tFBHPn/oYxK7Ekt7RJZNwCOj1+Qmx3jAWiYerTR9dBzz8rkynbV1cwZBXeGgf4y5vedySUc1xEAeGrzRWx7fIxRUBPxefBwEEOnI/HM7xdxrboJ/i5SrF88BDqSxLO/JxultoV8AhuXDkWpvBmv77jS7mOl/63yqppgL+Lj/Rs87UhjC2p9CJIkkVIsx46LJfjncglHWu7nLMWCwb5YOMSPs8PpCGxRSISnA05kV0Ms4OP+scH4/kQ+8zwHsQCPTQyDWMBHoJsdM+/MFE0tGso8tU5JBT994GurN+cTK0bKNKg0jFUVAIR52COnshHLf0vGTw+IzDZ6W4vWYAf50wMjcMvGUwBsqceegJ579vgvFywKImgkQh7W3TG4yxY0hswd6INdKZQKcv6GE5zHzl2rxeYzBbhWzQ1qQwKdQRAEPj2QiUNXKyEW8PDl0qFwsRdh3f5MXCoyTlfekuAPjVaHVbsoMwI7Ed9q70lDlowMvOGarM1hC2p9gGvVjdhxsQQ7k4uRy0rvOdsJMXegDxYO8cPQQBerDYTbQqsjGZUjXS/Ir25EhCfXoufh8aFwsTL1ZicSIMzDAWEGNj+mgtoLMwfgk31XmR60MWFuOKkfZ2MOdo/dfWNDcCyzEvvSyvHwj+fw+6OjEcOyJ1qrb0swVXdj9+HRPPN7MvO7i50QjSotqhpUsBPxkRDkbPG4bHQN9Nwzwz41Fzshag0EGQIeganRXt12LH4uxsHhzhEB2JJEfZff2JkKLckNvXF+MhzMKGd2/KsWDUScnwyXCusYSzl63BINNSCU6l8bF+4OebMaKSZqddYQ5ytr+0k3CLY+tV6iqkGFH07kYeHnJzDxo8NYuz8TuVWNkAh5uGmQD769ZxiSXp2GVYsGYniwa5cFNICqC9AX/GA3avZZXZMaW1m7FVd7ER4cH2Ly9e1hkD/3ZLt3dBCWTQ7Hb4+MBkDtBr+7bzjGhlO7rRdntd0Ltz+tHOvvHAJfZwnqVRrc+30SClnpIHq46eKvT3Fex+7Do8mpbMA/l0qY2w+ND2X650aFukEsaFtwY6NrmBXng+MvTcGWh0fBSUqttzcuHYpHJ4Rynteg0uKMlU40HcFexF3rU5MaWg28NToSBjENUiEfz/yWDICaWn3rUH80t2jx7O/J0OpIjAhxNdqB7k6h2kfuGxOMcE8HpBTLIeZ37Dy/URz4rcEW1HqQRpUGf10swr3fJWHkewfw1j9pSC6sA4+gajef3BaPc/+bjg1LEjAtxoszl6y7kIr48DZxQjwxKQwO4s5v5AcbTPBdoW/gHhbkAj9nKRpUGjz/xyWmsXpChIdZh3+akzlVaNHqsHAw5TxeWa/C3ZvOoKqB6wRyOrcGD/yQhKoGlUmHfa2OxNO/XeS8ZmasN9NyYKun9Tz03LOR+unpqcVyzDVhjr0/vdzovq5CKuKed1odCY22NSRFmejX3HAoGwqlBgmBznj9phgAwOr/0pFb1QhvJwni/WVGcn4+j8A7C2IxyF+GH07mAwCemBze7uMV8QkU1TahuYOpy+sNW/qxmzE3mwwA4v1lWDDYDzfF+/TqiHXD4OntJMHSUaan77YX9okm4BGQSSmFJo9HYP5gX2w8nIN/9fULIZ+Ap5PYyPQ11tcJ948NwfNbLwEA1FoShzIq8OKsKGh0JL4+mov86ibc//1ZTIz0wIZD2VgxPRL/XirBwYxKjFx1AFqSNHLY/+ZYLselJMLTAX7OUqZVwlZP6z0G+cmQmFaOlGI5RypP88PJfLw5L6ZbhBFsVxk6Nf7lkRwmFXr7sAC8/W+a0evcHUT44q6hEAl4OJJZiZ9OXQMAfHjrIPxvRyrnuSI+D9/eOwyu9iLcspEyInhycjiTOWkPLVoSL2y7jLf/TcPCwX64Y3gA4vxu3HSkLah1AyRJ4kJBLXZcLMGulFKOv2Gwmx0WDPbDwiF+CHFv/xe4OzBUci2fGmFVn5s1sFOahg7mCwf7cZpMtToSi786bfQe6aUKDAl0xohgVybgbDiYjQWD/fDqnGi0aHT44WQ+UorlSCmW4+mpERgR4so0lWtJY4f9rPJ6rNnHFanMjvNGUn4NWjQ6+MokCPPoG/8/NyKD9Dv8y0VyzIr1BgAM9JNBqdYy6tpTOdUYE961u+mi2iZm7BAAfLp4CKZ8cphT6zqda1z/5fMIfL4kAd4yCWobW/CCfgF235hg8HmE0Tm2a/k4uNqLMH/DCag0Okwe4AF/Fyme+SPZ6mP1dBTj2emRqG5Q4fdzhSisacbPp6/h59PXEOfnhMXDAzF/sK9R/+j1ji2odSHZFfWU4ONSMQprWpuY3R1EuGkQpVyM95f1KdltmYGTQ5CbXZf1uhzM4KaI6lltCQAwwNsRUd6OzEVER4IjlKHRkZTk/u2FsZi17hgAqglVqdZCIuRjaJALk74BqBlxe6+02l0JDBz2NVodntt6CS0GAyFnxfkwTa5saywbPc8g/U4jr6oRRbXUueTlJMZ7Nw/EiFUHAABLvj2DzHdnd1maniRJvPpX645qkL8MHo5irJgeiZX/tO7M2M3RNJ6OYowMdYNGq8Pjv5xHRb0KvjIJnp8xAHFv7eU8968nxiDE3R53b0pCcV0zQtztkRDogpcNHHUs8eC4YLw6p7Wl4YlJ4TiZU43fzhZg35VypBYr8L/iVKzalY65g3yweHgAhga53BDfaVtQM4O1CroyuRL/XCrBjuRiXClpTWXZi/iYGeuNBUP8MDbMDQIzjhm9zZdHuA2fK6ZHmnX3aA9KtRZv/t12783CIX5436C5lC3rdrUXoaaxBf9cKsETk8Lw4LgQRt6/P70c06K98Opf3IsBLcem+e/p8fiP5bDP5xG4bCCxDnKzQ7SPY2s9LdJWT+tNXOxFCHCVorCmGcezqf8TR4kQno4Sznfg5e2X8clt8V1ysd5+oRhHM1vnB9Ly+rtHBeH3s4WcHZwhpXIlVu9Ox+9nCxnz4hK5EsNWJXKeNzrUDUMCXfD2P2k4lVsNexEfQwKcrWptYTMsyJUjeOLxCIyLcMe4CHfUNLZg+4Ui/Ha2ENkVDdh2vgjbzhch3NMBi4cHYNEQP7g5WOf+bzgKaESIa7d5r3YVtqBmBlpBB3C9/mjBwYwYLyz55jRO5XJnk02M9MCCIX6YHu0FqajrlHPtlalbQ4VCiS1JBZz7bhrk26njpPnicA5nt0rTotExK2uSJDmqRYD6d2cX1O1EfIwO88Guy6VYk5iJtXcMZi5oT26+iLHhbswgz6emhCOtRMHxrSQIIMDVjuN1aeqcnBXnjYp6Fa6W14MggLFhfS+oHT16FB999BHOnz+P0tJS/PXXX1i4cGFvH1a3McjfGYU1zTihD2pOEupy9fikMOY7QDfwP9VJ27TKehVTJ5sV6409V8rQpM8sCPg8rJwfizu+Nk6Ns/nqaK7RfYYN1w+MC8H2C0X47gR1/N4yCbZfpGp4DmIBx2TBEm//m4YZsd4mA4yrvQgPjQ/Fg+NCcKGgFr8lFeLfy6XIrmjAu7vS8cGeDMyI9cbi4QEYG+ZuVlltahRQV86y6y765vahD2A4ZkSl0eKpzRcZSfi+tHJm2OawIBe8szAOSa9Nw6b7hmN+vG+XBjSgNcgajjwxJVO3lq+P5kKl4Z50luabWUteVaPRDpAmt4qqh7RodHhh22X8eoYbVK++MwuDA1qL3CV1zXhqSjh4BJCYVo6cigYsHRXIPH4iu7W+MSzYFaEGdTCSBFMffHxSGDwcxdCRMOrJm8VSPQ7yk1ndn9eTNDY2Ij4+Hhs2bOjtQ+kR4vXtIHRvl5NeZOTuIMawoFYP0U8SM7GzDQuqtnjz71TIm9WI9XXCM9OpANnIEjmNDHXDPBMqzPZAW8exjbvpqQB3DAvg9GK2RalcidO51RYnghMEgaFBrvjotngkvTYVqxbFYaCfDGotiV2XS3H3piRM+OgQPjuQZVSGMDcKiJ5ltyfV/BDg3sa2U7OAKSd7oNWtWyLkYX68L6J9nCAV8nE2vwZOEiEcJQLmT0eJoEtSj+xjUaq1eHRiGH48mW8kU7eWqgYVfjlzzej+/OpGeDiKO7wzJEkSb/59BS0ayveOXRMBgIMZFfBxkuKxX87jlImCu4DPw9AgVyQXUulBHQmIBXwsGuKPPy8U4eN9V/H9fcPxy2luMOQRVKMu2xGFJjGtHNNjvPDFoRxU1qvgbEcZK9OCAx+ZBPH+zkxdbkJk31Q9zp49G7Nnz+7tw+gxBvk7c26zBQ/TYrxw7lotc/uFbZfh7yLF0KD2e0HuSS3F7pQy8HkEPrx1EKPQbWrRcJ5jqMptLyVyJRZ8fsLo/tdvisHeK2VGNd62WPbrBc6cNku7KEeJEHeNDMJdI4OQWizHH+cK8dfFYhTVNuOTxEys3Z+JyQM8ccfwAEyM9DA7CogEVR5Y+U8apseY3in2Nrag1gbLp0bg0/1ZRg4CAJVa+ONckYlXcbET8fUBTggn/Z/MbSk3AFK/s25LhXAQCcDTBxiSJLF2fxa+0KsGOxLQAErOzk6N0G4HeZWNGB7s2mb6dYWZVOee1DIczayEiM/D2wviME8/C43my8M5+PN8EXIqG02mWzLKFEaF/2vVjXh6agR2JhfjWFYVzl+rNTI/jvZxwrr9WdDoSEwe4IEYXyfGIPbJzRfw6pxofHaQ2uWunB+Lj/ZeZV47U6+ua+1P65tBrb2oVCqoVK29ewpF9w9Z7Uri/GQgCDDpfbohG6AGyL7/XwZ4BDAyxA2ncqvx8E/n8dcTYxDUDlm8vEmN13dStd/HJoYi1lfGjIxRa0moNFocyqjA479caJcvZXt4x0R7gDUYDh61diJ4nJ8McX4yvDI7Gv+lluK3s4VIyqvBgYwKHMiogLNUaHGoaVfPsutqujWoXQ81gPUHqIBGX/Rnx3ljVKgb6pVq1Cs1UCg1UOh/Z+5rpv6kL7pNLVo0tWhRrlC18WmmIQjAQUQFOQkrrUmAqgV8uCeDCYROUnqnSAdR6radiM8U02saW/DzqdZd2rhwd4R62OOnU9eQpzfyZe8M1Vodhge74sK1Wqw7kGU2kDaqNExd4rGJoQhxtzcKWgr9v5mPTIL3Fg3E/T9whyjuuFhiFNQKapowSb+K/PVMAT7ed9XI/Li6oQVXShQQ8Aj876YYrGXtrFUaHSNamR3nDS8nCWf32KBUI61UgZrGFqpwH+hs/j+jH7F69WqsXLmytw+jwziIKeu1bP2Omr1TC/NwQKiHPXIrG7FoiB8aVBqkFMtx/w9n8dfjY62eWLFqdxoq61UI87DHU1Oo77Q96xyrb9a0e4Bpb9HeXZRUxMfNCf64OcEfOZUN+ONsIbadL0K1lSWIrppl19V0a1CjawD3338/brnllu78qG7B0IWCvh3t42TV7kit1aGBFfQUBkGv9T7D21SAVDRr0KLVgSQpObyhJJ4ENV/MGvg8Ag5iAZykAiMBR4NKg7/0DacbD+cgzlcGR4kA4yPcUa5QMt51gOWd4fqDWSiVKxHgKsUTk8NBmtjdAtQctU33Dse6/a2B597RQfjx1DX8nVyMxSMCOc/Pr6LEJE9OCcfW80U4m18LQ8oU1Al235hg7LpcijN5VGpz/Z1DsHxLq2vIYxPDsNmgjufvaoejemus0WHuXaL+7Au88sorWLFiBXNboVAgICCgF4+o/QzylzFBzdGg32p6jBe+OpKL49lV+PbeYVj4+QnkVjbisV/O48cHRrQp9T+WVYk/zhWBIIAPbhnE1F4FfB7EAh5UGh1O5lZ1eICpOUQCHr5cmoApUV54astFjk1bZ+noLirMwwGvzInGczMGYOPhbKzdn9Xma3rTMMIS3RrU+nMNwJStEnv3wr5tDiGfBxd7UadEB0q1lgly3x7Lw2aWWtHNXoTqxhYMCXBGqIeD2QCp1ZHQ6kjIm9Wcabw0yYV1nNvLNl8wezw/nszH9gtFTOrUUUztBMsUSiZ9F+crw+GrFeDzTF9UNj88CtUNLYxBLAA8OSUCW5IKUCJX4pLB8RTUNDJ1vDuGBVgM5CIBD2sSMyHSByaNQZ1i6aYzjFoSoEaNPDMtEnfqlW0TriMpv1gshlhsnXS7rzLIT8Y4fLDTjwAwQx/UDl2twCe3x+O7+4bj1o0ncSq3Gq/9lYIPbx1kVurfqNIwgo17RwdjWDC3FmcvFkClaUFJbdcGNDsRH9/eOwxjwtxx6GpFlwY0Nh3dRYkEPDw5JQLfncg3ea2gkUmFiPU1dnrpC/SpmlpfqgGwnezZsH0DewKJkA+JkI8tSQXYnFSAFdMjsf4AVTu6a1QQBPra1+QoT5NBliRJNOsDo6JZjbf/TWOCD0BN2/WRSXC5SM7cPzzYBfVKjcm+nOrGljbTE/+lluG/1DKzjw96a5/RfZ/su4oWvb8eW5IPAPvTK7A/vQJPTAqDmLX65hOEUa3zi8M5eGxiKL48QsmrP9WrRQcHOONKiZwT0ADghRkD0NSiwblrNmusvsgglneo4U5tcIALs7A7k1uDcRHu2LAkAQ/+eBZbzxch2N0ey8x4KX687yqKapvh5yzFCzONTbTtRHzUNAJppV13DXIQC/DjAyMwNMgFTS0a/O+v1LZfBGD5lHCU1Cmx7ULb9Xuazuyi9qSWQWEhoAGAvFmN0asPYP5gX9wxPLBPmUr0qaDWl2oAlnq+OiLM6CzsILvhUDagI1Fc24xPbo9nHjcFQRCwEwlgJxJAKuJzdmWLhvhhze2DAVCp0ujX90CjI7H+ziHYd6WcqUMZjoa5Y3gAZsR4MTvIn09fQ2Y5lSJKCHSGk1SIotpmJm1kDW3NXQPAiGOYfxMT6c1wTwdMj/Figho99yqjTMFMDKeRSYUYHeaG41lVUGtJ+LtIEWxhZlxv09DQgOzs1lRwXl4ekpOT4erqisDAQAuv7L8MYM0ObDRIv/N5BKZGe+KPc0VITCvDuAh3TI7yxMr5sXh95xV8tPcqAl3tMC+e23t5/loNo3RdffNA2Jsw7qbNvP/uwp3UpnuHYai+FWHd/iwU1xn3cZris4PZmBrt2fYT0fmJ4AfSy/H0bxeZGqLhuBwvJzHGhLkjubAOeVWN2JJUiC1JhYjydtQ3dvubrGf2ZBN3nwpq10MNoLtgB1kBj0ALqB4uwPog++OJfGanwiOAZ6a1vk7I5yHA1Q55VY349lgevtM3t44Ld8NPD4zEwLf2orFFy9S+/JylWD41AgqlGp8eoC60L8wcgGWTw1FY02QkADFUK7LxchLjrpFBkDerOcNAO0JpXTPHpJjGsAkWoAavCvk8pp7W162xzp07h8mTJzO36XPl3nvvxQ8//NBLR9W9qFnp47yqRiOj3ukx3vjjXBH2p1fgrfkkCILA3aODkVfVhO9O5OG5rZfg6yxlgolSrcWL2y6DJIFbEvwg5POwM7nY4oU2TC9IAdoeYGqJL4/kYFiwK9JLFfj2mHGjtjlIUNkKmpmxXth3pdzoeOgj7+hE8ONZVXj81wucIPbzAyMAgjAKRiRJ4kxeDX5LKsDu1DJklNXjrX/S8N5/GZgT543FIwIxMsQVBEH0eBN3nwpq10MNoCfg6y+81q70AEoM8i0rYNw5ItBI+hzsRgU1OrAM9HPCzw+OBEEQGODtiAsFdUgIcoGbg5jZGa7Zl4mqBhVC3e3x0PgQXCyoxcM/nUNVAzdFaRjQ2M4hH98Wz6T9CIBznDRTojxwMIMKPjNivEz67wFUw6wpey56WjabtFIF1h/IYtKuE/r4qJlJkyaZFd9cr7DTxWmlCqNd17hwd0iEPBTXNSOtVIFY/bDM1+ZGo6CmCfvTy/HIT+fw1xNjEehmh88PZSOnshGOEgGOZ1fhT5YjP32hnRnrzUm9b3l4FM7k1WDFH8lGu31rcBDzodbqcOhqJd7+5wouFNSho9WLuYN88PmSBJOBwrsTgSIprwYP/3SO0wC+YLAvRpsxjCYIAqNC3TAq1A0rm9TYkVyMLUkFyCirx47kEuxILkGIuz3i/Z2xw0RjvLXtBx2hTwU1G9bB1w8SLJU3Q6cjrRog+tOp1sKvkE8w8mU2bNXfhEgPbLp3GLNzifJxwoWCOmSU1eOlWVEAqFlXP53KBwC8vSAOB9Mr8MzvyVBpdIjxccJtw/w5RrBsZsV5Y9dlypUgljW1d+EQPyao8QgwJz8d0OYM9Eakp6PZoGaK0aGuOJVbAw8HMSr1M9fsRXw8OC6EEf3wCGBMH7TGutFhixUuF9UZPS4V8TEu3AP708uRmFbOfJf4PAKfLh6M2786hSslCtz/QxJWLRrITIWgxVRs6AvtLQl+zH0LB/tCwOfhp1P5HQpoADXUlObHU9aplc1xawJlNj4rzgfTY7y7JKWXXFiHB344y1l42ov4eHVOtFWvl9kJce+YYNwzOgiXi+T47WwB/k4uQV5VI/JMGJQD3dvE3a3a5YaGBiQnJyM5ORlAaw2goKDA8gttWITeqam1JCrqTfe+rWVZajW1aPANy5cu3t/ZyPNR3qzmBIrPlwzhBLloH0rplK4vnOt0JF7fmQodCdw0yAdXSuR4/NcLUGl0mBLlia2PjTaaIMxmin6SsJ+zFK4sdegB1vBHmVRoNKj0v5QyrDvQttyYZsX0SIwIccPdo4OYgAYAU6K9sGLGAMyI8QIAxAc4W93bZKPnUCjZQU0OnYktDv1/mGiw0LEXC7Dp3uHwdpIgp7IRi78+DY2OhMSM1J/U/2xj7d52JJcg4Z1Ek20kXcXHt8Vb/VwPx9ZMFj1QdcFgP4wOc+tQYLhSIsc9m86gQaVBjI8T06P3zLRIeLVzmjZBEIgPcMbqmwch6bVpRhPLDWG3H3Ql3bpTuxFrAD0Be2dWXNcMb5nxl4/tCCIV8lHbRF0cBDwC567VcqygWjTUuAwaB7HASGkWrZ/2m1FKpWW2ni/ExYI6iAU8NLVosVrvtH/fmGC8fhOV0zfsq2Pzjb6mUFGvxE+n8lFY04TDVysZ6yoAzDGzac9aWcBvtflavTud8xg9o4vuZbKpHvsmiubW71C9UoP86kaEenB9O6dEe4IggCslChTXUYpGgBIn5FU14u7RQRwHGWU7PBa7igkR7jjKUh3TfHJbPIYFu5h4RSvsqRWejl1Xnskqr8fdm5KYid2hHg5IK1UgwtMB940N7tR724sFiLFS8t/VTdzdGtRuxBpATyAwCGpDg4xPCnZPnUTYujLVGLQqkCSJV7ancNSNLRodtDqSs/IboA9qZQolcisbmHExKo0OBzMqwCMoD7v7x4YAAD7ak4HfzplXNNI1C7WWxBs72x5R0xE0WhLrD2Rh2eRw/HWxdfUtFvAwaYAHtDqSGWtSoTB9YnV0AoKNroG9UwOAlGK5UVBzdxBjaKALzl2rxYH0ctwzOthkzak3oNWINw/xMxnU1h/MYhS65l5PX0F5BKweGdMW+VWNuOvbM6hpbEGcnxNemBmFu76lejVXLojttAFBuYkJIObo6ibu68M64QaDx1LoFdeaF4ssnxqBSZEeHOXfsslhBl6O2fjzQhH4PALf3TcMIj4PLVodo6ykcZQIEeBKrYAf+OGs0S4q2N0euy6XIvjlXQh+eRc+P5yD6obOO/5bw5MmepH8nKXMlIUXtl3ipGknRnrAXizAlRI56prUEPF5+O1sYZdOQLDRNRj2S10qlJt83nRWCtKcw3xPQ39rZsR44Zk/Lpl8jqWABgAu9kIsGEyJY1zsRF3yXSyqbcJd355BRb0KA7wc8eP9I/DxvqtMKaEztWWtjsSPJ/Mx7ZMjOJ1rOa1IgBLndLT9wBw2oUg/RMBn79TMnxRKtRbJBsX1F2ZGMb//eb4Ia/VWVe8siMOUKC8Eutkhu6IBV8vqodbqUFjbjIxSBc5dq2XstfJNnIi5lY3IhemisCXGR7gj3t8ZXjIJvJ0kKJU3t3vntuFQNmNrRMPnGTvA0MweSKUe6YGQk6M8EOsrw5rETKg0WjwxKRybjud1eAKCja5DoRdz2Iv4aGzRmhSLAJRr/+r/MnAqpwqZ5fV9wqvRWybB/HgffHW0Y20q9IDcnclUr5y8WY09qaWdUguWK5S469szKK5rRqi7PX5+aAQOXa3E+Wu1sBPx8dpc68QhpkgpkuPVv1KQUkwtPOIDnDE3zpspTXRl+4ElbEGtn7E2MZOzei2pa12NGqbK/jhXiDqDHdX6A1lYPjUCRzIr8dzW1tXjdyfyOBOkH/rpXIePUSTgYXiwC2fWGY2no5jZNbk7iPHTAyM4vWEfs2of1jI4QIbkQjkcxQLcMtQfP5zMR0FNM9YfyMID40IYBxaAUn5OiaJW9UdZrvxLR1FCks8P5TDu/raA1vvU69OP4yLcsfdKOa6UKKDR6ozGObENjjtqHN7VvHVTDF42mMreHgxnG2p0ZKdk8NUNKtz17Rlcq25CgKsUvz48EmIBH+//R9Wbl0+NgI9M2u73rVeq8cm+TPx0Kh86EnCUCPDirCgsGREIPo9AoJtdl7YftIUtqPUz+DyCk/qj049sr0qSpFSRpnY8hrPhaNrj/kHz8uwohHk4wNtJAi+ZGO72Yo6IZcbaI4zTCEAFlMcnhTEy/2gfRxAEAZ2OxJGsSnx3PI9j4WUKOxEfGi3JmT1Fz17buHQofjtL5fEnRLhDqyOxJ7WM00w6NtwdMqkQDSoNLujncU3Qi0TYkwtEfJ4toPUBaKFIfIAzTmRXo0GlQXZlA6K8jUUItMFxb2In4uOukYH45lgenv49uVtEKR2Rwcub1Fi6KQnZFQ3wdpJg80Oj4COT4q2/r6CqoQVhHvZ4QF8PtxaSJLE7pQwr/7nCLFQXDPbFa3OjOXUya9oPutJxxBbU+hlPTArD54eymVTb1fJ6xLyxB036Kb3mglZH2PLwKHjLJHB3EOH5rZew90qrZPrqu7MgFlie7s0OaAAlCiliTQgQ8AhsPlOATcdzjRqjzXHrUH/8ZKLX566RgRgX4Y4VfyQDAO4eHYzpMV5Y8s1pzvNo1ePpnGpodCSC3OwQ6GaHV7ZfZp7D5xFo0eqYXa2N3oMWijhLRYjzc8Lp3BpcLpSbDGoz+kBQU2t1eHpaJH45XWDWQaczdMSFv16pxj3fJyG9VAF3BzE2PzwSAa52SC9VMH2mK+fHtTnVgE1BdRPe+DsVh69SKfxgNzu8szDOrIqYbj8wRVc7jtiCWh+BJEnUqzQolytRplCiTK5EuYL+XcX8XtWggqGgtKmlYydP4rMTEObhwNldncypwpJvziDYzQ6jw6i5ccs2X2TqTzQF1U2IYPnyWcOyyWFMag8ADl2txCH9SeEgFmDx8AAcyKgw27AJUD12gHFQe2HmAHy6P5NZMQa72aGkrpkzXZtHtAoKjjHWWO4olTdzJgbkvDeH2fkCveP1aYOCTrU7SQUY5O+M07k1uFRUh9uHG9vnUQbHQlQ3WjbjbS9PTg7DhkM5bT8R1MKtrqmlWwIam4KaRk6QoHc6ZQolahpUcLUXwVsmRZyfEx784RwuFdbBxU6IXx8aiVAPB5AkiTf0faZzBnpjnJVuOi0aHb45lov1B7Kg0ugg4vPw2KQwPDEpjBnd0x5oUY9hDbQzjiO2oNYDqLU6VNarUKZQtgYt1u/lCipodTQ4GRLl7chI5g0NSWkOPz8Jwe7GE4JD3Sm5dGFtM65VN+LRn89zLINoiXF6Wb1RUGPX9D7QF4fZhHs6INLLgbOD83eR4v6xIbh9mD8cJUKORRZBUA3Y7LqgOaHAU1suMqlLggACXO3w3Yk8zgJgZIgbI4lmT7kevfog85yLr08H0P4xQza6B1oo4iQRYpA/5RZCCxEMoQyOvZhp9Gw5fGdo73k57oNDXfCplnn5zxSU1Clxz+gg/HzqGr45notGlfFx0mpmR7EAPz0wkmnN2ZFcjLP51AT5/82Nseozz+RW47UdqUypYkyYG95ZGIcwgxYLa9HqSLMDWDvjOGILap2AJEkolBpqFyU3HajM7a7M4SQRwFsmgZcTpQY09ftDP57FpSLTJzYAThAaGuSCMwYd+6ND3UwGtLWJmeARrebDEz86zHl8oJ8TAAIpxXL8fCof81k+fOyaHgD8c9nY3fzZ341lzdufGAONlkRVQwvSSrhGxI9PDDNy5jdnM3QsqwpzB/pgV0opfGVSiAU8Zg4XDa16LKxpQm5VI/g8gjO77akp4ZzZdz09ZsiGMa07NSFC9N/Z9FIFVBqtyfQ3bXDsYieEWMhHWRfI+r87kd/p9+hqSFBjlT5tw12Hrj0/NikUA/WLgnqlGu/tphadT04Jh6+zZXFITWMLVu9Ox9bz1GLBzV6E/90UjYWD/TplAH4wvdxi20VHB572u6C2Vt83ZGrl3JWNsmqtDhX1VGAyt7sqkyutTjMIeASkIj7sRXwkBLmYDFpeThJIRW1v4Sv1KTaCAEgSCHGzQ151E4Ld7Izk9oYBDQCuVTdCoVSjRaODSqPT/6lFZb2KM4TUEKmIz/TVnM2vxaLPTyDKxxHJhXVIL61HqLs9zubXYPLHh1FkoX+OzYhVB8w+ZhjQ2mJXCuUlGexuh5RiuZH4Zaa+nkY3XId7OHA+47kZxnO1bDu03oVWPzpKBPB3kcLFTojaJjUySusRz5q1RkMbHNc2qfHy7FC8/1/71bR9HS9HMcrN2OOZ45fTBXhsYjj4PALr9mehsl6FEL0JuTlIksTWc0V47790JluyZGQgXpoZ1W5LOXmTGinFclwurkNqsRyXi+RWXyPa6zjS74Ia2/6J20TM3SmYw/LuqrWGVd1o/e5KJhXqFYASVDeocKVEgalRnrhzRCATtDafuYa1+7Pw8PjQTl0o1x/IQol+dUP1dSkxLcYLV0oUHFcQS5TIlSYHdbZFUh7X/+5iYR0usnY6uVWNyLVQDzMHnSJhE+HpwLHMsoThsNAgN3ujXdpQ/UICaK2nXS1v3dEee3EybPQtdDqSsVpzkghBEAQG+jvjaGYlLhfLTQY1qYiP8REeSEwrx4aD7VsU9RXowG2Im70IyyaHY0KkBxZ+fgINFmzoDKF3PK72ImaW3FvzY82KvTLL6/G/v1KRlE8tiqO8HbFq0UCT7kWGyJvVuFIs1wcxOVKK5Ciosdxkbon2Oo70u6BmqtZBB7Snp0bglqH+OH+tlgladKAq78DuSsgn4OkogZeT2GxK0NTuij6e+ABnTIvxwvoDWVi7P6tL+p60OhIBLlIU1lKej6VyJUrqlFhz+2CMWm1+12MJR7EAfD5h1NPGZlasN6QiPlo0OmZH1BUceG4iMkrrsWzzBea+IYHOuH1YAF7ZnmLUVG1InK8T/l0+Hjd/cQIXCuoAAB4OYvx8mpumnB1H7dK0OhLHDdoG5sf7IsC17w4HvVFpaNEwC0tHCXWpiveXUUGtsA4YFWTyddNjvJCYVt6ui35fwlRAA6ip82//a3rqhTVUKJRYtz8TWh2JmbFemBhprFRsbtHis4NZ+PpoLjQ6ElIhHyumR+K+scEmrbPqlWqkFiuo3VexHClFdSbNGQAgyM0OEZ4OOHet1uK1hqajA0/7XVADuIFt7f5MkCTVH7L+YNs5Zhr27srbScz6XR+wZBK42omsGuti6viUai3WJGbis4NZUGvJLmvkfXZ6JC4U1FJBTb/zKKprxqpdXMPeWF8nXGHVqEI97HHv6GCTs8b8XKRMHY4gACGPu3P67+nxjEs/AFz64KDVqYO2mPrJEaP7nCRCpgn7pVlRqKhXMpOsDZmlD1Y/PjACA/W7T/o7wB5dQ6ceLxfVMeIDmk8XD+7038NG10PX08QCHqOsG+TvDIBy7DfHlCjrpkT3VWbHeeO/1LIuf9+sinqcyauBRMjD6zcZi0MOZVTg9Z2pzLk9LdoLKxfEMgbRjSoNrpQocLmoDin6nViumVacAFcpBvrJMNDPGYP8ZYj1dcLRrCq8v7s1lTk82AXTo7263HGkXwY1gAocdEADTCuUPB3FmDzAE2Ge9vByan/tqjPQiiC1loSQb7oG2FFo70c6nZZVXs8RPLg7iDkBDaDEIfeOCcYdwwMQ9foeAIBEyINSreMIS0gSEAoIsP85E9PKOUHN3FfMw1HM1PvYhLrbtysteYTVPvDJvqtoNPi/nRTpgZK6ZmRWNDCjaQxH1ACAQB+c4/ycmJ2YYXP330+O7dPTrm9k6MZrJ2lr/YZWQGZV1KOpRQM7E+ON3B3ERirbvsbNQ/yw/WKxycf2XOn6gObtJMEfeoPxZZPC4e/Smpkokyvx9r9XsDuF+lxfmQQvzY6Cn7MUe1PLmF1YTmWDyZKMn7M+gPnL9IFMxhFcXS6qw0M/nsM5vdmBn7MUr8yJwtyBPiCIrncc6bdBbf2BLJBkaz2F9oZjU1Gvwh/nCxHibo+BfjLE+cpA+gGuDiJI0b1BLaey9YRSa0l8uCcDL86KsvAK66Fd+umRM4YBXatr3WWFezggu7IBzvrCrkTIZ06oOF8Z80Vjw5YGzxvky6R6Fw3xwzO/XUShwS7tycnhaNHq8PVR07upLY+Mwsj3WlOjXk5iq62MDP9PAeBUbjWTkvz0QBYIgjC5SKF3m7NZJwa7MT3eX8as/G30PejGaydJ62WKWpxS358rJQoMD6ZSU7WNLczuIbVY3qcDGgCzAQ2AxVr+2HA3lMuVyLbSrICmTD+FItjNDg/r55zR5sOrdqdzFL4EQeDZ35NNTuf2kUmYwEUHMXOTAyoUSny49yq26VWTUiEfT0wKw8MTQjk9bV058BTop0GNLQph19QenRCKkaGuSClSILWE+nKXypWU2W5lI2MMCgAh7vaI85MhztcJA/1kiPWTQSZtn6LH0vF9cTgHD4wNxvaLxahrUuOLwzng8wiTCrv2QqdEnSRCk31otU1qOIgFWDTED0l5lHiE/XebF++L7ReLmYAW6eWA7+4bjq+P5hq5ddDSfHNOJcOCXPD8zAG4WFBrMqjZi/jwcBBDyCeYycGjQ92wI5kr+Z8Y6YFyhZKzazQHu8ZW26Q2mVJlcyijAveMDmKmHtNsf2Jsm59lo/eg04+Gs/0CXOxQrlDhsZ/PY3iwK1KK5Siu65p0uKejCPPifbHpeH6XvF9Xcyqn2mSwMYdhTbpFo8PxrCrsvVLGSPQNof8tvZzEnBRinJ+MM6TUHEq1FpuO5+HzQ9nMgvvmIX54cVaUydmPgGXHkfbS74KaYUADuDU2e7EAT09rTfVVNaiQUixn1DipxdQgQXrU+D+XWi+uga521I5OvxKJ83OCs50I7cHw+GbF+eCub09DrSXx2cFs8AkCz3Sy5YDeqWlJyubJ0GKKzyPwxV0JmBDpgfu/T8LV8gZOUGNL3QU8AtseHwMniRAudiKrUoVsU+Jz12rx3u50nMs3PWZiaLAreDwCPjIpo4AyDGjOdkJOypHGSSIwqn89PTUCNU0tjE9jpJcDgt3sOVO7DTl3rRbxK/dxLgbf3TfMNlKmj1Ov/79PLqzDhoNZnPMXoIQT7FRdsJsdc+6mlig457Y1+LtIsfmhUSiua+7yoObuIEZVQ9vZCbYS+M4RgVBptNh+oRjx/jJcKpJbHdAEBKAhgedmRDI9aQClfDZlVu5mL0J8gDNnF9beydckSeK/1DK8tzudqcsNCXTGGzfFYEhg26rJrqLfBTWtzrTowlyjrLsDVVebPKC1eEzL7ulURUox1TNRUNOEgpomjrrP30XKBDr6hHG1Nx/oDI9vRIgrPrhlEFbo5yntTy/H09MiOlXHoXdqWq3OpGfiqoVxzGRruX61K5MKodWReOffNEbSC1ApRSf9SjjOT2aV0IY9m8zVXsTZoRmmFl30aU9vmcSsrPfh8aHYe6WMU/yfHu2JYHd7Iw+9SQM8MCTQBTsvFkOh1OD9WwYhIdAFH++9ig2Hss0es+HFgHbqt9F3oBegqUXUOcleqHy8z7Sf6atzohDnJ0Osb2umJbmwDp+Yeb45Qj3s8etDI+EjkyIp37rWmPbQaKUS8+xr0zD6/QNoatFi6ahAZhhve9OpGv33nR3QTBHqbo/v7huOIDe7Tl2TrpTI8fY/aUxfrLeTBC/PjsKCwb49XrPud0HNUmO1tWIMNwcxJkR6MBd+AKhrakFqsT7Q6VOX16qbUFTbjKLaZo4ayc+Z8lSL85UhTp9XdtfnlU0d380J/sivasT6g9lILVEw8v6OsDYxEzn6nZbWxKpteLALFo8IZG7TQU3A4+GRn87hQEYFAGBCpAeOZlYiMb0caq0OOZUNeNjECu6ZaRFYOioI7g5iyJvV2Jtahk3H85geL8PxGIa1MlrAoWapKYV8Au4OYqYw/JHBuBkhn8A39w7Hss0X0KzWMipGiZCHOD9KKEDvsuj3z69uDe7DglxM1gppNiwZYvYxoOca/G9kKutVzIKSXlxacpdICHRGjI8TZsf5INDNDuM/pKyo7hgeyMlCVDWo8Pgv59Gi1Vm9OwIoT9FXt6cgp7KxUz1V5jDXRnTrUH+m5rR8SjiultejqUULN3sRor2dmCkczWotY7bQleRWNWLx16fxzLQI3DrU32ikT1tUNajwyb6r+O1sIUiSSnc+OjEMj00MNSni6Qn6XVDrLpztRBgX4c4x9qSbCFNL5EjR92LkVTWiuK4ZxXXNHNd6H5kEsb701t0JcX4yTtPgs9MjkV/dhL8vlWD9gSx4Ooqx1EyfjSX4PIKpOx1IN065jQvnGpPK9Qqyh38+x3zp1t4xGDNjvTHyvQOoalAh7s29JnvBlk0OwzPTWi/eMqkQtw8PQJCbHe74+rTR801B10Mu6nvIAODBcaH48oj5xli1lsSyXy9gV0op+DwCtw8LwJakAgwJcGF6ZegeJHt9UGObIDtILH+tM0rrcdMg8493tsHfBpeKeiUVwIpasyO0cIENQYARdQ30k+HHU/nMYNoLBXW4UFCHAxkVeHNeDAJd7VBQ04SUIjlzzmq0Ojy1+SJK5UqEuNvhtbkxeHrLRTS2aNv0gfzLgnCjO9nGqmtNi/HC/nRq0Tkm3B1Nai2nFGAvEljVe+cg5uOuUUFGEwtEAh6WTQrHoxNDIeAR2H6hGOv2Z6JErsTL21Pw9dFcPDdjAGbHebdmg8yMhGnR6PDDyTx8diCbaZCfF++Ll/Wqyd7EFtQsIJMKMSbcHWNYgUKhVCOtRMFZZeZVNaJUrkSpXIn9rEDj6Sjm1OiemxGJotomXCiowxs7U3EqpxoDvB3btSNYPjUCe66UIc2Eg8ji4QF4mhWESJJkVqokCbg7iPDNPcMQ6yvD35eKmcfYAe2e0UFobtFi6/kisyut7ErrUyFfHslBXVOL0X2WeHRCKL7SpzSXTQpj8vPDg130x6tlRCcOYgFIkuS0MNDjMEzh5yzFhkPZEAnMz0uz1OB/vQ4O7ap5Vu0NYINY50eMrxOzCNqTWsoENDa0e/uQIGcU1DThUlEdxkW4o16pxkM/nmPSXwU1zXjox9bMg7mAZi/iY1iwK8I8HBDmaY8wDwd8dSSHmR7RWeYO9MauFOsk+pFejrjrmzMAgH8ulRjVBK1tJv/4tnij1ppx4e54Z2Ec458JALcPD8D8wb745fQ1fHE4B7lVjVi2+QLi/JzwwswoNKk0ePtfY6n9osF++C+1lGmyHugnw5vzYjAsuH1N0t2FLai1EyeJEKNC3TAqtFWp06DSII1Vo0vV93RU1KtwIKOCSfkBVEMwQKXTdqWUYldKKUiS5ASjtnYEg/xkRua/APD2gjjO7d2sk8lXJsFXdw/D0axKPPbLeZOS+skDPLByfiye33pZf6ymL2rmBooGuEpNXoh+O1to4tlc2NZA7FRiUn5Na1DTOwuwWw7sRXxUG6RAaUaFuuJ0LlfAcueIAOhI8ybFjSoNSuXNiA9wxvRoT6xJzMSn+gXG9RrQOjrPqkKh5KQPU4rlJr9XBEHVbtgLvFg/mcneQqDVvd0U9P/aJf3O/6O9V/HTqXyjz7XGhJoA1QP33X3DmQCu1uoYZ5quoD09Z3T/aGd4YGww9qWVc2zihge74OcHR5isbUmEfDw0PhR3DA/At8fy8O2xXKQWK3Dvd0km379MrsRG/aLUw1GMF2cOwC0J/h0yqegubEGtC3AQCzAixJVj59LUwg501M4uq6LepHpp7f4s/HWxGHMH+aCgugn/XC7Fs9MizF5AzX2B2Cvrn07lcyZfDwt2xW1fnYRSTe3KPB3FuHtUED5hyfTfmh8LgiBA6hP35tLr5gZ6mgpolhgR7IKkfKr2xbYGotO6Xk5iJijxCDAKqs/1ghABj4CAz0OmmTaAiZGeRkEt1MNBX89rxheHs1Fap0RJXTNK5NSfdA2SjVbX9Q30fQVr51mVK5RIKeIGsAoTjfYEQRkPDDTYgZkLYKZIyquxWF8DuPVka3seDaFd4Ee+tx88goBaqzNrUdVRtOYd3rqFLUkFaFZzP9RHJm1TrOEoEeLZ6ZG4Z3QQPjuYzRGTmcJBzMf+FRO7rA2qK7EFtW7CTiTAsGBXzpa8uUWLtFIFrpTI8eXhHMaYGADyq5s4AzTX7qf8Iml8ZRKEeNhDxOeZTY3MWX8MkwZ4mJz++zcrlTEr1hsLh/jBMCnTrNYip7KB2SnVNqkhb1ZDxOdByCfA5xEgCIIRqnQWOqCZYkyYGzY/PIqprTnbiSDi87D+QBY26Weu0Q3l7BlsbD7YY6z8euLXCyaeaRk+j+qxu94mYbc1zwoAnv4tGY6SVFQ1GO+GeYYBzF+GGB8nps7ZUdrryk5jaA1nLab+bv0VdkAbEeyKpPwanM2vAUmSVqkQ3RzEmBnr3WZQa1BpkVai6LLesq7EFtR6EKmIj6FBLhga5IJ7RgdjS1IBXtmeYtVrS+RKThA0xdWyely1onl5z5Uyk2mRWeuOcW5vPJzDaVjuKvWVSMBDsJudWZmyp6MYPz4wAgBVBwQolWXk//4DAMT4OCGtVIGqhhYs+ea01dMJaAJcpfBzlsLNQYwTWVWoM9idOYgFCHG3R0qxHM9Oi8DT0yKvy0nY1uyIVBodVA0t4BHUkFd690XvwLpD4WatK7uvTMKcE74yCZaMCMRrO1Lb/XnvLIhlsgA3fXa83a/vi/i7SPHl3UMxYtV+lMqVKK5r5lhjGaLTkUguqsO+K+XYfsF0U7YhHV18dDe2oNaL3DkiEHlVjSadOMI9HTDAyxEXCmrbvPBYA91U7e8ihZeTBCnFcrSYUDzKpEKTKTig6+TEXyxJwNRoT6SX1mPO+mNGj48Jc8Pb/6ShpK6ZU4+kSSttXY23N6ABwNQoL+hIEr+fLeSIZEaFuuL2YQHIq2rEZwezzTb4s2/3NF988QU++ugjlJaWIjY2FuvWrcP48eM79F7WXpSWT43oUYn2iBBX+OgnUJiCdm9nL/I2Lh2KChOCFEvQ77NkJKVC7uiUi77IGzfFwNVehFg/GS4V1uFsfo1RUFNptDiVU419aeVITCs36dtqifaOhOkpbEGtBzHV/2Rnxlg5u6IB8f7OOPjcJGbkS2Z5fYdWkgGuUuxfMREbDmVjTWImbhvqDx5BDfoEAD9nCYrrlJgR44Wv7xmGR38+h71XyvHOwjhU1aug1urwyIRQqLUkvj2eazK92R4e+ukcxoS5mQ1Iho4jnWHVoji89hd39c5OrTiKBbh/bDBuHRqAQDfqpF9rRuXY25Owf//9dzzzzDP44osvMHbsWHz11VeYPXs20tLSEBgY2PYbGGDtRem747korm3G9BhPjI/w6HR6sS34PAJv3BSDxy2kim8d6o/PDrY227vai/DM7xfb/VlvzosBAeDFPy+3+6LeHkzZ2XUn4yOoHtwRwS76oFaLRUP8oVCqcfhqJfZdKcPhq5UdGs/T0ZEwPQVBkl3dztd1KBQKyGQyyOVyODk5tf2CPo45z8qRIa4mJ1QD1HC+L+5KQKiHAw5drcD9359lHnO2E1o1lwigVIIxvk5QqnVIKW517nAQC9Cs1jIXaj9nqZGPnpNUAEexEDqS7JJdY1/h5gQ/fHRrfLfZZXX193fkyJFISEjAxo0bmfuio6OxcOFCrF69ut3Ho9WRGPfBQZTJlWYl74YpZ5GAh7Fhbpge441p0Z7wbKeVkrU0qDSIe3OvyccivRxQUa/ifPfpCRF2Ir7JiR2GEABuHxaAVYvicP8PZ42mN3QVL82KMlnb7QrGR7ibPe7Zcd74fEkCEtPL8ejP5wFQhguncqqYdhiAsscyVA9Pi/bC+Ah3vKX3VDU1EoYWEPUk1p5PtqDWw7AHmtY1tSCzvB6ncmvwyIRQ/HOphAka/s5SVDeq0KzWwUEswIe3DrJK5BDn54TU4vYXy/sSIgHPZGoUoGoFXTHLTcgnkLVqTqffxxJd+f1taWmBnZ0dtm7dikWLFjH3P/3000hOTsaRI8Zz6VQqFVSq1t2HQqFAQEAA53ho9SNg+uK1YckQuDmIsT+tHInp5bhmMAAyPsAZM2K8MD3GCxGeDl1miVRS14wx7x+EgAf8/OBIVNSrUNvYgrdYUv8ob0eOAballGVX4WYvRHWjdQvJIYHO2P74GNy9KQnHs6ng8/ODI3D3Jq5cPsrbEVUNLVa7nwDA7cP88faCOKM2gJEhrrhQUAu1lgSfR8DfRWr0fxbmYY8Zsd6wF/GxM7mEmTAf6eWA12+KYXZ5HW316C6sPZ9s6ccexrA2AwAhbnZwsaNGtb/9bxpaNDoU1TXj6akROJVTjaT8Gk5AYzveG5JarIBUyEezWgt3BxGqGlowItgF7y4aiJQiOZ7beql7/4LgmrJagk57svn3qXEI83DA+A8PMqq0Z6ZFYN3+LBAEcPylKfh0fxbW7m+ft98LMwdAqyOxJjGTOb7+pGasqqqCVquFlxfXs9LLywtlZaZ7oVavXo2VK1dafN9ZcT7YuDShzXlWo0Ld8NrcaGRVNCBRX4NJLqzDJf3PR3uvIsjNDtOiqQA3LMil3ZZLbGgzY5lUhNFhlPkBSZKcoDYt2osT1Awt2zrK5odG4q5NZ4xqyK/fFIMwd3vc98NZ0y804JHxoSAIAjG+TkxQyyg1FnK9OGsAHvjB2KLO4ntPCDN5f7SPE5P10epITkAbFuSC928ZBAGPwLu70hmjCGc7IZ6bHok7RwRy/s+6eiRMT9HtQa0rC9vXC8unRuDT/VnQ6s+avOomkymKTw9kYe0d8RgS6Mw4bAAwCmhs14IgVzsMCnDGP5dKmKAgFvIR6eWIHw1kukMCnXGxoA4Jgc7IKKs3mbah59W1R/m45ZGRuGXjqTafZxjQAOoEe30nV0I+Qt8WwdfvAlKK69p87xA3O9w6LAAf7b0KIZ+AUq3liD/6q5rRcCdkSar9yiuvYMWKFcxteqdmiLUXL4IgEOnliEgvRyybHI4KhRIHMiqQmFaO49lVuFbdhE3H87DpeB6c7YSYMsAT02K8MCHSo119agBrlhqrD+qXMwWc5xgaWJuyemsvy6eE49czBUbf9R8fGIGJkR4Y/+FBq9/LV28XdZQ1gWLV7nSj57U3oPk5SxHmYW+yHmZKiu8g5qNBpYVIwMO6/ZnYk1oKjY6qXd49KgjPTIswO42kK0fC9BTdGtS6urDd03SXse36A1lGgWJ4sAuyKxqMmj+f/b3tndVultnytZomLErw4zw+L94X6/Zn4leDi4KvsxSTB3gydb4vj+RwAluwmx3yq5sw0F+GFJaDviXCPOzbfpIF9l0p5/jhudmLGAEHj0cFJ9ofzxyPjA/Fq3Oj8dOpfACUY3hfVTNai7u7O/h8vtGurKKiwmj3RiMWiyEWtz3/CujYxcvTSYI7RwTizhGBaFRpcCyrColp5TiYUY7aJjW2XyzG9ovFEPF5GBPuxuzi2hppQll2USIinv52cmEd3v7H8ty8jsLOLKw/aHrSw7AgFzS3aC0aDPB5BEdEdMfXp7D65oFWzQik+fruoXhEXwNj4yOTYICXIw5nUuKOp39Lxp5U4x36TYN8MCPWGxMjPPDSn5ex50oZGvQOPGxhVoyPE9bfORjhno5WH1t/oeP5AStYs2YNHnzwQTz00EOIjo7GunXrEBAQwCl092VoY9v1BuNY6FV+R7bhbLFI8hsz4KxfiZbJlTjz6jTse3YCpkR5tPEuXAxXlYZODzKpEJeL6gBQar/PlyQAAE7nVOPJyeFYMT0SJ3OqjHZq+dVNCHW3tzqgAZTbeYUJh4ebh/hh7R3xbb7+ff2OlZ527GInxKZjVHN1i0bXppXQU1PC8ercaADA0Uwq5RPgamdWzbhiemSvqRnbg0gkwtChQ5GYmMi5PzExEWPGjOmlo2rFXizArDhvfHJ7PM79bzr+eHQ0Hh4fgmA3O7RodTh8tRL/25GKke8dwIINx/HZgSxklClgWNLfk1qKcR8cxEd7qcVGTlUjRq8+gAd+SDKbcu8s1qTKG1s0+O4Et8lfxCdwC2sBafg9Uqp1Vi1KaQJd7UwGtI1LE7BscjgO63d88mY1/r5UYnTcNw/xw4YlCZgf7wuZnRCzB3qb/az0UoVZu7v+Trft1FpaWnD+/Hm8/PLLnPtnzJiBkydPmnyNqcJ2b9LVxramXvvHY6Mxd/0xFNY2Y/HXp7D9ibH47r4RWJeYiXVWzDYzxYnsKsbFHKAaK89fqwMArJgRiekxXpAKKc/EzApqFXk6twYPjgth3Dpo2hoYaoi8WW1Siv3Wglj8cCK/zde3aHSYGuUJEsDBjApkVzaaHLFjCvZkcbVWh1M5VFB7dU40M7LGkL6+Q2OzYsUK3H333Rg2bBhGjx6Nr7/+GgUFBXjsscd6+9A48HkEYxv36pxo5FQ2YF9aOfanleNiYR0uFclxqUiOTxIzEeAqZXZwtY0teHLzRSMlpuEiTcTn4ZnpEfhwD3dkkYe+htwdoa+4ttloRNKUKC/E+cnwJ8tnsTOYG3lDC3loPB3FmDPQxyjVKLNrTdXmVzXipW2XzX4WCeCV7SmYHuPd52tk7aXbglp3FbZ7muVTI6DW6rAmMZMJbhIhDz+dysevZ65BwOOBzyMg4FE2UnweAQGfAJ/Q/04/zidQUEPtfK6UyPHEr+fB5/Eg4BGQCPlQazW4UFCHgW/txW1DAyDgExjkL+MMzgQo0+G2HMQN1U7sIDPIX4bM8no4Sigp/6+nC8DnAQ+NC8FD40Ox9Vyh0bTp9mCqWTrIzQ4/nMjniGMsYS8WcGy98qwIrDyCWinT4o+LBXVobNHC1V6EGJ/rQzl7xx13oLq6Gm+//TZKS0sRFxeH3bt3Iyio/SOMegqCIBDu6YhwT0c8MSkcFfVKHEyvwP70chzLqkJhTTO+P5GP70/ktzkeBgAcRHysunkg4//JZl68r9XvYwp6xqApFn1hvBC3E/EZqzY2d44IxJakAqP7uwJ3BzHOvDoV6/YbL3ilQj4aVBp8cSgbXx/NbbMvrrZJjQ0Hszhm6tcD3SbpLykpgZ+fH06ePInRo0cz969atQo///wzMjKMhRHWSJB7g3qlGgPf2tdrn3+94CgRMKo2gKq/mTNHZkP3IAFAgIsUhSYk/SlvzcCjP5/HyZxqrJgeCbVWh88OZmN+vC/W32l5KGh30ddaUvra8TS1aHBcX4fbc6WM890wxwszI7H1XBHyq5vg5SSGr7OUmdV318hAjI9wN1JyWsPQQGf4udjh70slVntI3jUyENNivDi9o/H+MiybHG4yjQgAo0PdcCrXOhecIDc7owXqy7OjMCfOB9PWHjFqewlys0NTi7ZdTeTOUiHOvz69X+zWel3S392F7Z7ke4O02aIhfnh0Yig0WhJaHQmNjoSOJFm3dcz9zOPMbV3r/azX07vB9kKblnYGsYDHHFN3YnjRsiagAeCcpBMiPYwELwD1f3QypxpjwtywJjET3noxwnjW0FcbfQs7kQAzYr0xI9YbDhKB0XlmCrrWBgAr58ciIdAFI96j7K1+PVOAVYsGtio5FUo8/XuyVcdy+/AAvKp3npEITbv8GB8/n6mJ04R5OlgcN2NtQDv+0mT4u9hhzb6rHPHKxEgPvP3vFbRodEZBzzAAWkNdsxpJeTX9TuFoiW4LauzCNrtZNDExEQsWLOiuj+1y6DrYs9MicCKb6hn762Ixgt3sunzbft/YYIx9/yDn4j87zhsblw7Fk5sv4N/LpUav+eOx0SBJEnd8fRpJZlxJaOIDnJFWIjcquLclhXa1E6GmqeM9QEtHBeJqWT1jy0Xz9NQIfNrOuqGpgBboKuXUKj/ck4Ev9EbMdCOpjb7LntRSqwKaIY/9Yly7/XBPBhYPD8TIEFejXkYeAZOjn5zthLha1gCtjkR8O5S+V0oUjG8kzXYT9bXHJ4VBpdYZCU3Mcf/YIKg0OpzMroKXjKsUnf1pq1dqR4KYKfqqMXFH6VZJf38pbJvDUNixYHAjZn96DM1qLdbuzwJBdO2MrTK5khPQPBzE2Lh0KABgw5IE1DWdYZo42RAE5ZXXli+kVqfDH4+ORrNai6S8GpN5eVOo2zkUytDnbtEQP9z1LTXRd3acN/5LLUOou73Vq9a2KKhp5ohvYn0pUUiklwO8Zd1j42Sja7A0ELQjfHE4h1nQGKIjKUeQcE9Hji3d2DA3bD1PDbJ1dxCjRWtdUDuZU42Hf2q7x2yjmeMxx/cnruH7E9fa9RqajtTz+qoxcUfpVkn/HXfcgXXr1uHtt9/G4MGDcfTo0T5f2GZjOO042N0eL8+OAkBduKvbYWvTFsezqnCLQTG6skGFredap0b//OAIxPpyc8mb9TsXP32jJ9A6rsWQ1GIFbv/qFM7l12LZ5HDcOcK6XsH6dpieivg8BLm1uoF7OYnx3u4MKNU6jAt3xwszKXViblVjmzvL9iAW8Jg05bEsqtg/wbZL6/NYM/6GJsjNDqdfmYpv7hmG24f5w83e9PfcEo0qLVODo0lMq0C9UoNQd/s2LdgWDfHDuPDWlHZ3yeIJAKHudpzPaoubh/jhX73AytNRjN8fGWVSyML+DJ8+bEzcUWzej+1EpyOx5NvTOJ1bg+HBLvj9kdGdHmX+W1IB/rcjFRodieHBLvj67mH48VQ+1u3PgkjAwx+PjsbgAGcA1KDR6Ddae7V4BPDl0qGYHuOF2Df3oqlFi3cWxOL1ne1vVOURQOa7s/HBngx8c8y6VIkpzHnwhXs6oEWjMytd7iwCHoGp0Z7M5OyFg30R6uHQ5c3z1tLXvr997XgAYGdyMZ7+LbnN53k7ibH/uUkcZxKtjsSXR7LxxaEcNFphYtwVxPvLcKkdfZudYcvDoxDgKsW4Dw4ZPebvIsVLs6Lw1BbjyQTDg13w+ZIEeDpJsCe11GSatjeNiTuKtd/fbt2pXY/weAQ+ujUe9iI+zubX4vs2JsRaQqcj8cGeDLy8PQUaHYmFg33xy0Mj4WIvwvIpEZge44UWjQ6P/XyeyXsbytt1JPDUlos4f62W2a11JKDR7/XZwWzsSyvv8N8JgNmVd3ZFQ5cGtDFhbkhdORPToz0BABodyQQ0ACisaery5nkbXYu1qa8PbhlkZLWVmFaGj/dm9lhAA9DhgDYlyhMnXp7SrtesTczEPd8lmXxs1/LxmDPQOBjdNyYYmx8exUxPmBXngy+XJsDHIA3vLZP0q4DWHmxBrQMEuNoxrhUf7slATmX7UxBKtRZPbbnI5NufnhqBtXcMhlhAKa94PAJrbo9HmIc9yhRKLPv1Alo0OpO+hyqNDg/8cNaqkRuWWD4lHJ8eyOqyAjSbZ6ZFGDmlvDYn2uJrXpg5AKkrZ5p8TMAjsPnhUXAQC/DNvcOxQr/jYoep8/o005rETDzxy3moNNpONc/b6HrogaCWlhfeMgnGGaSS6Vpcn00zsYj1dcJ39w2HTzvH9CTl1yDXjEL4p5P5SDNoO7h/bDDemh8LoYGR9Kw4Hxx/aQq2PDwKny4ejC0Pj8Lxl6ZclwENsAW1DrNkRCDGhbtDpdHh+a2X2iWHr2pQ4c5vTmNXSimEfCp4PTs90siY1lEixDf3DIOjWICz+bV4+98rRs3YIv0XWKHUcOag+XZAIGHO966znHplCngEgYMZ3MbWCwW1Zl5BedM9PjEMDmIBvrp7qNHjhgIQ2vKKrucN8pcxKVuA8seMfn2PLaD1Mfg8Am/OiwEAk4GNAPDWvBijXXV7anG9zYLBvgDAjHjpCj5JzMS8DVxh2BILNXLa23PBYD+MDnO7rrMUtqDWQQiCwAe3UimRiwV1+PaYddOgsyvqseiLE7hYUAeZVIifHxyJmxP8zT4/1MMBn945GAQB/HK6gCNpjw9wxge3DjT5upIuPuHvHGHs7m4NH946CFvPFTE9eARBzY8CYFEo8stDI5laJbvlgHbqV6qNd6WPTgzFNX16s7qhBVdKuAsAHUktAmwBrW+g1ZE4lVMNlUaHZ6ZFwEHM7Q/zMZEia26hlLvd5djRHby3OwNTPjmMWZ8e7dT7TBrgAXuR+R66c9dqTZ4XhtD/7juTi3Eqp7pfeJ+2B5tQpJP8frYAL/2ZApGAh11PjUOEF3XBNuXwfyK7Co/9ch71Sg1kUgG2PzEWYR4OFt9frdWhXKHE/3ak4rAJeyy220ZXMj/eF74yCb45ngetjoS7g5gzxNDSTDc2dG8QPZHguemRsBML8M6/lmXc+e/PZX6f+slhplF7410JjO0XveNSa3U4nl2FV7enGK3eo32c4O4gwrGsKsaNvad2an3t+9uXjsfUAEqayQM88MiEUAwPdkVxXTMuFtThQkEtLhbUIb1U0ab90/XIp4sHY3SoGx795byRepONWEBgVKg7JkZ6YEKkB8I87DkZoL42+LM99LqjyI3C7cMC8F9qGQ5frcTzWy/hz8fHQMDnMQ7/AJUa++NsIV79K4U5IZeMCEKQqx1K5c0oqVOiVN6MMrmS+b1ErkSZvBmV9SqTDaM07QloQW52uCXB3yrnkr8vlSDOzwlBbnbIrWw0msprrWM6fez00mmAtyOarVhN0qw/kMVxHqFnSAW52mFNYiYOpJejsLbZaEDkk5PDMX+wL/aklnFSjv11jtr1BD1t29w3yEkqxKbj+Xhqy0XOXD0aT0cxhgQ442RutVXWWgDAJ9CmMfZAPyekdNHU+KvvzEJlg8qkcrEj+DpLMfez46isV8FRLICLvcik6EqlIXEksxJH9B6Wfs5STIj0wMRIDzS1aPDcH5eM/t3L5Eo8/suF60Y4YtupdQFlciWmrz2CeqUGL8wcgGWTwwG0quxGhLggKa+1fuThKIaAR6CiXmXV1p9HAH4uUpOznG4f5o/96RVmp/7SM9EMeXZaBFzsRXjDQCl56PlJ+HBPBv4zMaspwNX0MXQHtE3QW39fYdzI/V2kGB/hji1JhUbPp6d8A8Ant8XjlqH+ZkUhPSUW6Wvf375wPFodiXEfHLS6Hibi8xDr54QhAS5ICHLGkEAX+MokIAiCCY5A2wbGEZ4O2PLIKAx7d38n/wZt8/sjozAy1A0kSWL4qv2oamjBc9Mj8UkHbPBM8c7COOh0JN7827zKOcrbEbmVjVaN1QGo2qW3TILjL03ps/U2206tB/GWSfDWvFg8t/US1u3PxNRoT0R5O2H51AgU1zXj97PcizB7dyXgEfByksDXWQJvmRS+Mgl8ZPrfnSXYdbkUXx3NxW1DA7DvShlSDRRPf5wrgiUCXO2gVOtQpmi9iIR52GNylCciPB2xZl8m6ppbB5MeuVqBjUuHYvXudM60bQDtDmjeTmKUKVRM6nFIgDNK5UrOsZhjT2oZHhofChfWRN6i2mZOQHMQCzAz1hsLBvsiyscRI987AJJs9Xs0bJ6noW9fb7WE/oC1Ao+lowKxaIg/Yn2dzHoxzorzwcalCRYNjD0dxahrUiOrogG7U4xt5izh5yzliK+swduptZmZIAjE+jrhSGYVDmdaHmyb894c1DS24GpZPZZuOmPxua/vSLX4OAFqBNT516fhXH4tjmRWYm9qGUotnHckqFac68EH0hbUuoibE/zwX2op9qdX4Lk/LmHHsrEQ8nl4dU40tp4rhI6kdlz/mxsDH5kEPs5UAHNzEFtcGQ3yd4a9WIA1iZmws1AkNsexrCrE+jpxAklOZSPmbzhh8vlv/ZOG9NJ6rFwQCzsRH39fKrFoPDw0yJmZ1WZIpX7n9PaCONQ2tjAemuMiPHDLRtMz9Wi+OJwDkYBn5N9H4yOT4NDzk5gL3t+XSkCS1AqV7tGx1FhtSz32Dtb6DA4PdsXQIJc2nzcrzqfVwLheiR9P5uNCQR0WDvbFHcMDMSLEFT+fysdb/6QZZSXYMwdNYRjQYnycMGmAh1kbLgAo09e/p8d4oV6pxvlrVIbG3DlCszbxKsaGe2B0mBsemRCKrw0WlAmBzhgf4YGrZfVILqyzuDCkA9TtX52CWMCHSqOzOuV/PfhA2oJaF0EQBN5bNBBn84/iSokCXxzKwdPTIvDjyXxGddei1aFBpcFsE02Tllg+NQI6kmzTq/GfJ8fh3u+TjFKR1ozRYPP7uUL8fq4QU6I8LQa0KVEe+O6+EQh+eZfJx7U6EgsG+2LpyECmWK3VkVZdrGoaW4wuQgAlj96ZXILbhvpzVvDH9DWECZE2a6y+jLXN1u3xI6Tl6gDVcH+hoA46Esx994wOxq6UUiND7fYaAZQrlEgpbrv5+tczBSaNty2x4VAONhzKgaNYYNKWLs5PhmemRYAgCKtdWNJL69t1DMD14QNpk/R3IZ5OEry9IBYA8NnBLPxvRwpTu8lcNRsrpkeadLiwhmemRYIWMZnb183bcNxsbc0cBChbHVMcNDHwk429WGjR7DjC0wGrbx7IBLTlUyPw7PRI1CvVZl/TFnVNav1nt67HSJLEsSzK6Nnm99i3aavZurN+hAP9nQEAl4vqmPt4PALv3zKoQ+/HprqxhfmesYn3b52q/v39w3HniAB0tCxlzmf1p1PX8MAPZ3Eiu8oq2X5HkEmFEPIJNLV0fEgwTW+2Ddh2al3M/Hhf/JdShj1XyvDL6QI8PTWCSXXRf3ZEfbf+QBZI1o6vMwS6SlFQ08zI7SO9HDmr2I9vi8fzWy+1+T7/XCrBP6wJ1YZsXDoUdiLuV4wkSbxoYcx8W9Cqru0XirFwiB+8nCTIrmhAmUIJsYCHYWYCtI2+Ad1s/fgvF4wmVNNx4E0TzdbWMsiPCjD51U2QN6kh0xv61rZzsdce2NZZw4NdUV2vMilm6iyHrla2OfWexstJjJMvTwWfR0CrI1FQ04Tfkq7hq6PmPV3lzWrc+uUpEASVmh3g5Ygob0cM8HbCAG9HBLvZQcBvex/U220DtqDWxRAEgXcXxeFwZgWUah10BuLSjogUDNV64z84iMLaZqOLguHEXqmQB19nqVEKsaCmGWPC3DA82JXTekDjIOYj7e2ZiHljr9XHaIp1+zMR7eOErIp6uNqJcHOCP27ZeNLs/DYniQD/PTMBY98/yNznI5Ng7kAffHucezJeLa/HqNUHMDTQhTl5Roa6WT3g0UbvYU7g4d0FFz4XexFTK0splmOcXjTUXW45hsS92blzprPQS4GV82OZhQGfRyDE3R6vzInBkEAXo393mVSIYUEuUGl0yCirR1WDCteqm3CtuonjAysS8BDh6YAobyd9sKOCnoejmMnGmGvX6Mm2AVtQ6wbcHcT45LbBWLb5Ar44nIPpMV4YpE+LAO3foRn2WRXWNiPARYrCWio4ncypBgGqdhbmYc8EMX8XO+x8cizu+Oq0US1g411DmVUsSZJYy6rXncypbrMPLf/9uVj0+QlcLKwz+5x/L5dyBpt+18YgyGgfJ/x5nqvmXDDYD34ulFFzmIc95M1qRrpPkpSLAs3RzEp8dSQHs+N8EMgaf2Oj72Eo8PB0pFKOXSEnH+gvQ0FNEy4V1SEhyBmfHsjC0Uzrdjj9CRc7IWqbuKn8thYG1vy7VzeocLWsHhll9fo/Fcgsb0CzWosrJQqjGr2LnRADvB0R6eWIncklJtsrSFABd+U/aZge492tbQO2PrVuZNnmC9h1uRQRng74d/k4xqy4PbCdSUwFOK2ONLnbAoBhQS7Y9vgYlCuUWPj5Cc7qLMzDHruWj2d2NnFv7mUam8M9HeDhIMap3GosnxJucpWb+94cPPLzOexPt1x3aw90oGaz79kJWL07HYeuViLS0wFakkROZSO2PDwKwe52+Du5BKv/yzB6r1hfJ8wZ6INZcd5turZ0F33t+9vXjqe7+PpoDt7bnQE+j4C3k4SjYvR2kkBLkt3iwkMT4+OIq2X1bTZ7dyXvLIxFuIdjly0MDNHpU5h0oLtarkBGWT3yqxotmkOYYsvDozrUNmDrU+sDvLMgDmdyq5FV0YB1+7Pw0qyodr8HW5Zu2HfF3vGRJIldKaXILG81TaW/a15OEmy6dzhu+/IkM6Yjp7IRT/92EV/cNRR8HoFwTwck63dd2RUNyK5oAI+gdnumuPf7JKMxOKYgCGBcuDunwH7bUH9sPW/cX2cY0ADgpW2Xmd1gkLs9UvT1CwexAD4yKeL0NRQeAaxcEIc9qaU4nVvDrCg/2nsVA7wcMSvOG3MG+iDSy8HIONrG9QXd26jVkUay/PdujsO7/6ZbHdScpUJOH2dbfHFXAkLc7fHStku43EXuJNYwM8abaWXpDng8AsHu9gh2t8esOG/mfqVai+yKBmSU1WPX5RKran7d3TZgUz92I672Iry7kDIc/upIjkVXemt41oIDxtPTIrFz2TjE+LSuYNiTuWN8nfDZkiGc1+y9Uo43dqaCJEl4OYmN3nN8hIdZ14JjWVVtTgkGgKRXp2FKFDXvTMgnsHPZWHx46yCT6rAFg30R6cXdVbHTm4lp5Ux/zo+n8nEgvZxpbF80xB93jwrCrw+NwtnXpuGDWwZiYqQHhHwCV8vr8emBLMxcdxRT1xzBR3szkFosRx9OUtjoACqNFp8dyMILLCHS7cO4ZuFSoQC5VizGaNoT0ADgiV8vYPanx3o0oPUmEiEfcX4y3DrUH49MCLPqNd3dNmDbqXUzs+K8sXCwL3Ykl+D5rZewm5Xy62qkIj6+unsoxn9I+c3lVzeBJElmZzIlygtPT43Ap6yWgl/PFMDLSQJvE6s8AY8watocFeqK07nm3fUNWZOYiW3nqcDz2pxoxAc4m/SzvG8MNQsqu6Ie09a0upnTCk1Dtp0vwjbWbu/PC0VwlAgQ7eOIKG8nLBjshzuGB0LepMb+9HL8l1qGo1mVyK1sxOeHcvD5oRwEutphdpw3Zg/0Qby/zLaD60dodSSnLtSi0WLlP2lGAcvNoXWx9ua8GPx65lqPHmdbamVDsVdH2XahCI9OCOuWGqU1NLdosf2CZXcj2oqro+0a1mKrqfUAdU0tmLH2KCrqVXh4fAhemxvTrZ/HboZ+c14M7h8bYvZxGlPuCrS9FU2MjxNWLYrDoi8su4HQONsJmb6y2XHe+OKuBBAEgeTCOiz8nOtosvGuBMwe6IMP92Qwjg30JICx4W44kV2NESGuzLia6TFeuHCtFtVmpNo8Aghxt0eUjxNifCi1VoCrHdJLFdiTWoZDVyl1Ko2fsxQzY70xZ6A3EgJdmLE3naGvfX/72vF0FEsO/x6OYrx+UwwOX63A9gvFnMeOvTiZWfB1JUFudsxgXfbUjM0Pj8Qr21NMDt2lv10vzozCB3uNa8LWTsFgY5gq7SkZfVZ5PZZtvsApfZhr1+iM+tHa768t/dgDONuJsPpmKg357fE8nMu3fqfTWd7dlY6TOdyG0S+XGg/dNOWuYLjcuW9MMGfwZlvUsZRZoawRGMUm0pbDgl2h05H4+RS1kr5poA+yVs3BiumROJFdDQBw1Ddc8wjg67uH4vWbWhcHH98WjwfHhWBsuBtc7UXQkVTdcNflUny09yoe/PEcZqw9ijd2XkFNYwvmx/tiYqQHgtzswOcRKK5rxncn8nDrl6cwavUBvLEz9bqcNdXfoSXj5rweX5kdhfnxvohnqY0Byj7tIxPBoyOMD3fn3D7ywmSmLEAHtDuGBWBMmLvZKfLe+llxSfnVRo/ZCXn48JZBmKpP2xviI5Pg41sH4RaDOYyGqVJaRr8ntX2el+1h67lCzN9wApnlDfBwFGPzQyPx5dIEoyG+3iZm43UXtvRjDzE12gu3DvXHtvNFeH7rJfz39ARIO+Dl2F60OhJPbr6Iv58cy4g+pkZ7Qizgme0XM8dN8T5Gr/nriTFQaXRY/PVps6+7a2QgBLzW9VNRrfGJ7uEoxvNbL6FepYFIwMPHt8cDoMQwJ3OqcDq3BpnllO2PvVgAgiBwNIsqSj82MQy3Dm09wUm9ui2tVIH0UkqSnF6qQE5lI+TNapzJq8EZCwNKK+pV+OnUNfx06hrcHUSYHkPt4EaFumHDwWyjOXk0tBrVkuekjY6j1ZFY+U+a2XQdAeCjvVexYLAfBrJcPgBKwDHlkyOd+vzFwwPw/i2DUKFQYsR7BwAAE/W2bM5SIfM8dwcxXp0TbbSYdLcX4fV5MUxq8L/UUpPCiia1Div+uIQNS4bAzUHEmJbPivPGvaODMCKEmlx967AA/Gkh5dedMvpGlQav70xldsPjwt2x9o7B8HCk0r3d1a5hDbag1oO8flMMjmdVIb+6CR/sycBb82O7/TPj/JyQWqzAoz+fx7bHxkAq4kPI52HpqCBsMmhotsT4CHfYiQR4+U+uG8i+tHJILdQI/ZwlWLWIO53bnPM5Pan6lgSur+PwYKqOR1tyOYgFBtZY3JUzQRDwdJLA00mCSQNaV7sqjRZZ5ZRSK71UoQ929RatxaoaWrAlqQBbkgrgbCeEn7MUV0oU0Oh0WDF9APM8druFje5hf1qZRYd/ttP8kEBnzmPtdeinGRfuBoIgcCyriunr3Jnc6qJD91BWsNSUK+fH4o9zhVi1O53zXl/ePRTDgql6klZHtum2/+6udBx7cTK8nCT47GA29qSWwcVOhBEhrXJ4Pg+wZDDUHe77GWUKLPv1AnIqG8EjqGG9T0wK56Ts2X6cPY0tqPUgMqkQ798yEPd9fxY/nMzHrDhq9d+dfHX3MMz/7DiulCjwyvbLWHvHYBAEgVuH+rcrqP1vbgyqGlT4zWCMTn5Vo8nZazQyqcjoPlOqyaYWDQr0qZpbEvw4j9EpQBd7apSNvViAq+X1qKxXQSrkY6iV1lhiAaXUotsAAO6ujgl2pfXIrmwwSj3WNamZlOr6A9lITCvHi7OikFIk75H5bDcqOh2J384WtjktnaaiXsmR7Ef7OOHrY7kWXmGeZZPDcSq3BseyqtCkokRT2y+21uq0WhJaHYkvj7Q69+9OLcWuy9wgGuAq5Rh5J+XVGDVOs6GD0dn8Wjw3YwA8HcV44+8r2JJUgOoGFdbfOQRCPs/qHrGukNGTJInfzxbizb+vQKXRwctJjPWLh2BkN1/D2ostqPUwkwZ4YvHwAPx2thAvbLuEPU9P4JjzdjVu9iJsWJKApZvOYEdyCeL8ZHhofCii9QKKtFIFRoe64VSucW6fTbinA2Le2MPcplOpLRodHhofgm+PmQ6QaaUKrPgjGWtuH8zcZ6qmtu9KORpbtAh0tTNy8dfqi3vNeqNVB7EAxzKpXdqoUNcONbXTdGZXl15aj/u/PwsA3R7QVq1ahV27diE5ORkikQh1dXXd9ll9idRiOV7bkYpLFpxrDPF0lODZ35OZ2wQBKJo7ZtKbUqyAvb5M0KjSMKlsGo2OxC+nuYrKXZdLjSZtLxzsx1HXXqu2rq2ADkZ3jw6Gh6MYy39Lxr60csxdfwwNKo1R3dscnZXRN6g0eHV7Cv7We71OGuCBT26L56hL+wo2oUgv8NrcaPg5U1Ok3zfhhtEZdDoSbGV6cV0zRoe54fW50QCA93an47g+bUfXodpy5Z4W7Yl1+zOZelpCoDMemxgKADiaVYlIL0eLr99+oRh3fn0KWh0JkjRuiAWALUnUqI5FQ/yMpPU6/XKUbi9wEAuYetr4bnLlp3d1tw71x+s3xeDXh0bh/P+mIenVqfjh/uF4eXYU02sn5JuusXUlLS0tuO222/D444936+f0FeTNary5MxU3fXa8XQHNTsTHAC9Hjn1aWjtHL7H5O7kYdvpFZ2OLBn8ZKCoLa5rw4R7uOewkEcDZjpuh+C2pkCPYyKqwbiwMOxjNivPBzw+MgETIQ05lI8oVbTeQd3bqAUAtLG5afwx/XyoBn0fg5dlR+O7e4X0yoAG2oNYrOEqE+EA/CuPn09dwItt4nEVHqTdYvdG7onvHBOOWBH/oSODJLRdQWNOEBYN9IeARHJdxU0yJ8sJnLKusdxcORLgnZWaq1pJYs8/YoovdBA4Ap3JrMOXjw3jn3zTGjosNLdy42SD1CFCrYYDqhQEAAZ9gpP0TIt2Nnt9d0Lu6SQM80aLRMXPy1FqyQ+OE2sPKlSvx7LPPYuDAgW0/uR9DkiR2XCxG/Mp9+PEUdwd021B/rFoUBwLmxy81tWiR8G5ilx1PaokCDmJqp1av1GBHMhXURutTbkn5NYxLD41CqTFqNalqUHGUiBcL6ix+rrlgNCzYFQ5WZnY6O/WAJEn8fCofN288ifzqJvjKJPjj0VF4bGJYl7S8dBe2oNZLjItwx9JRgQCAF7dd7tSMMTYKA1kvvSsiCAKrFsUh3l+GuiY1Hvn5PKQiPiabkQ2zefWvFOb3ESGuiPGlAta8eF8AMDmFN63UeHV8rabJoqnxsCAXBLnZG91P79TovrK0EgVUGh18ZJJe8XVki0I6OyevO1GpVFAoFJyfvkx2RT1mrTuGZ1ipQwCYGeuFxGcn4KPb4nHXyCBsNCEZ95FJ8OC4ELPBrjOoNdT372RONcoVKsikQkyP8WrXe9DrzJX/pCGnogEXCuqYYzU8ZkvBKCmvhjH0bovOyOgVSjWWbb6A13deQYtGh2nRntj99HgMDerexumuwFZT60VemR2NI5mVKKxpxnu707H65s4PMpQbBLUSVqpPIuTjy7uHYt5nx5FeqsCL2y7jpkE+SGSNl2iL+8cEM7/PG+SLj/Ze7fQx09ys77sxlMbTNTXamYFWmo2PcO9xFxBDU2mgc3PyupPVq1dj5cqVvX0YbdLUosH7/2XgJ4Od2dAgF/xvbjSGBHJrrJac5guqm5CY3vb3efIAD8wd5IPiWiW2JBWYXJjRsEUgADB3kA8usYaQAsDaO+Lx6vYUNKvNSxFp8cfnh6msx4RID9w5IqBdI3isFXw8OTkMz04f0KEd2uWiOjy5+SIKapog5BN4aVYUtWDoJ447tqDWi9iLBfjo1ngs/vo0tiQVYlacD9P30lHqDBRVhqIMH5kUX9w1FEu+OY1/L5cajZFoC/YK1dOEX2Rb0EMLTTF3oI9Jabw5yXJ31dMsYWgqTdOROXlvvfVWm0Hn7NmzGDZsWPsPFMArr7yCFStWMLcVCgUCAgI69F6dxdDWakSIK3gENZ7oqS0XOc91thNi/eIhFhcthpJxetLyRSv9VRcO8cOCwVSq+8kp4Zj00SHGUNtXJsGSkYH4WJ9WN7Te4hFcWf/OZWMRH+CMd/9NR7O67V3U4avUZIubE/zaPYLHWsHH2HCPdgc0kiTx/Yl8rP4vHWotCX8XKTYsSWiX4UJfoFuD2o2q2GoPo0LdcN+YYPxwMh8vbbuMvc9OgIzVyNleDHdqRQaiDHqUzZvzYvD6zitWOe2z+e5EHgQ8Ho5kVuJMnnnF5PYnxuDHk/mck3/F9EjUNanx3QnTSskfT+WblMZrdcZRjSCAseE9V0+jsdRY3d4d2pNPPonFixdbfE5wcHC73pONWCyGWNz7xXxTtlYeDmJUNhgLHTYsGYI5cT7tqtlYss0yBzs48AhwVK3Dgl2xbHI4E9QM+eV0Aed2vP6iL5MKzdq2salpVMNBLMCMGMrtvj09XSNCXOEjk6BMrjTZhN5Rf0V5kxovbLvEDAWdFeuND24d1KlrUW/RrUGNVmyNHj0amzZt6s6P6te8OGsADl+tQH51E979Nw0f3Rbf4feig5qrvQg1jS1GOzV69tqz0yIQ7y9rUyRiyHu7rVNrxvnKTNa7TLmJ0KxJzMQjE0KNgkOKiWMc6CeDq72oX7t4uLu7w9295wNzT2JuErJhQHvjphjcPToIQn77yvzm3t8cpi761Y0tHLHH0CAXEASB24f5M24e5hgV2vo+vs4SixMACFCm400tWswZ6N0hRyF6Qfr4LxfM+iu2VxhysaAWT26+iOK6Zoj4PLw2Nxr3jA7qN+lGQ7o1qNGplR9++KE7P6bfYycS4KPb4nH7V6ew9XwRZsV5Y2p0+wrRNHRQi/FxwvHsKpQplMwgUYBb/4nz7bip7R3DAvDAuBCsSbyKvVeMaxgf7snAt8fzMCrUFWPC3JnPpG10zPH10VzsulyKhCAXJAQ6IyHQhampsRkf4X5DuXgUFBSgpqYGBQUF0Gq1SE5OBgCEh4fDwaF3hqC2RVu2VgAgFfJx7n/TOtSrac37G0KCCqDsi76h72mCvob3xKTwNoMaO91sKONnQ38aLXq62cC3sT3MivPBxqUJ7arFmUKnI7HpeB4+2JMBjY5EkJsdNtyZYGQx1t/oUzU1lUoFlap1BdfX1VpdyfBgVzw4NgTfHs/DK9tTsO9ZF4sniTnooBbu6YDTudXQ6EiUK5TwdZYyz1k+NQJqrY4j07cW2j38eHYVnp0eabYm9+3xPJO1J1MTuoHWETMEKMVmcV0z/rlUYvK5ACUW2Xqu6IZx8XjjjTfw448/MreHDKFm4x06dAiTJk3qpaOyTFJeTZspwWa1FpeL5B2yVLLm/U1xNKsK02O8INDvCgtZQU0q5CPKh+q7DHIzPSAXAO4cEYAtSYWMk/6e1FIczDA/Bd5bJsGcgT7YdDwPfs5SjAjunIqwvbU4Q2obW/Dc1kvMMc8d5IP3bx4IR0n/Szca0qck/atXr4ZMJmN+equo3Vs8P3MAQj3sUVGvwsp/rLMEAqg6GS0np4Oai52IkT2vNQgkLRodQtyNpfOGuNobB1WJgA9nOyGK65qx8PMTZgeFzhvkYxRsHhgXYvK5S0YGInf1XKyYHgkSVFP4c9MjMXmAh9mc/o0U0AAq20GSpNFPXw1ogPVKvY5aOFn7untGB2HLw6Pw1vwYEATV6P/oz+cZ0wG2k358gAxCPg9KtRbPbb1k8v1uGuTD1MO0OpJJgTYZ9KvRPDstEsdfmoLcSmo0y80Jfl3S50XX4hYM9sPoMDerA9rZ/BrMWX8MBzMqIBLwsGpRHDbcOeS6CGhAB4LaW2+9BYIgLP6cO3euQwfzyiuvQC6XMz+FhYVtv+g6QiLk4+Pb4sEjgL8uFmPvFfOeimzoOtn6A1mQN1OFamc7IZNwb1BRvoo/n76Gh386hyFv78OKP0yfsDSejmKj/hkfmQT1Kg0kAj5kUiEjgzY1YNTQ6gowbY8FAKsWxgGgdpArpkdi2/kikAC+v38ELr4+3WgaNkA1Pd8oAa2/Yq1Sr6MWTta+bnacD0aHueG+MSHYeNdQiAU8HMiowJ3fnEFVg4qTfkwIdEFhTRNu/uKk0Tw2mjtHBELAp84OejippckBv50tQEW9Ekf1Tj6LhhgbDPQEOh2Jzw9lY/HXp1EqVyLU3R47nhiLu0b23/qZKdqdfuxOxVZfUWv1JgmBLnhkQhi+PJKD1/5KwfBgV5M7JjbsOlmgK5VmPJZVySgf/0stM2k6HO3jiPRS03Y9dC+Yt5MESo0WdU1qLJ8agfd2p6NMocQAL0dmV1imUMLfRcrZtZWZsPAxJxJhn1CG0ngej0CQmz1nAKGQT6BFq8P6A1m2wNaH6S6lXmfef1acNzY/PBIP/ngOlwrrcMvGk1Cyprs3qjS46bPjkDer4WYvgr+L1EhM9cGeDLw4MwoAtWC0ZnLA54eyodWRGBLojNBeMAyoalBhxR+XcDSTspdbNMQP7y6M61bf2d6i3Ts1d3d3REVFWfyRSDpnnnmj88y0CER4OqCqoQVv7LQ8noKG3uUU1FCBZX86N78v4BEYEeKKseFU7eLZaRH49t7haGuBdvfoIIzTS+fLFUp8uXQoBDwCV8u5wdAwDVlhopk13YTLyMxYY0HM8qkRHDWjzqD36+iLk/usi4eNVmilHtA+14z2vP/rc2PMBjRz7z80yBV/Pj4G/i5SXKtu4ngo/njqGuTNagzyl+HN+THIM2E8fLlIju/1bSnWTqc+lEEFk84IRDrK6dxqzPn0GI5mVkKiH0C65vb46zKgAd1cUysoKEBycjJHsZWcnIyGhoa2X3wDIxHy8cnt8eDzCPx72XiMhTmWT40waxN08Y3p+OPR0RgW5IoV0yPx9LRIfH88j/GJFPAIoxlUAFCvVDPqxZM51Rgb7o539elCS5SbqHewe9ZoYnzaVlrlVHK/L/ZiARPEbYGtb0Mr9bpjEvKe1FK8s8t07bmt9w/zcMD2J8aYTG2PC3dHhUKJ5VuSzbr7H9ALLEgrtZfFdc0Q8gnMG9T9k59ptDoSn+7PwpJvTqOiXoVwTwf8/eQ43D484LpKNxrSraG6Pyq2+gqD/J3xxKQwfHYwG6/vTMXIUFe4t+GKvf5AFki0unbckuCHPy8UI9zTgSkC0zsghVKNb1nz1D66bRAS08px0eA9LxXWYfFwyqMyuaAOzS1aLB4RiJRiOX49QzWhjg13w4lsbiN2mYmUTFaF8WLG1b7t4rTOQNJvL6K+th1x8bDR83RWqWeKtvrTXp8b3WbA9HSU4NEJYRxBSJCbHU5kV1kMVRMjPXBEn8ajjYctpUDtxHw0qrSYGuXVIUVzR6ioV+LZ35OZ8/K2of5YuSAWdqLrc3fGplt3av1RsdWXeGpKBKK8HVHT2ILXd6SCtDA8id2zlfPeHKyYHok/9YXukrpmo9eyFZFLRgZifrwfM5KGzem8GuRUNsBXJkGLVofz+pEetJkxAJN1uQpWSmf9gSwjBSaNNSe5v0urtNpOxOdcDA1TlTb6Jh1V6pmirf40AsA7u9LbXOzsTik1Ujheq25qc+/17LTW71tFfUubKVa+fldkagJFd3AiuwpzPj2OE9nVkAr5WHN7PD66Lf6GCGhAH5P02+AiEvDw8W3xEPAI/Jdahn/MpCHNmewunxIOgBrHwfaEbGrR4HuWW/6b82JwuagOCiU31XL3qCCQJPDMb8nw1CscT+ZQgY89o6rGhDVQvUqDRpWGOTZzAdnFiqDGvjhdr3UAG9bTVn8aLc6gxxMZotHqsHp3Op749QLn/pEh1k1Qf/yX87iPZewd7eNkNsX65JRwKJQauNgJOUNouwONVoc1+65i6SZK1Rnl7Yh/nhrXK3W83sQW1Po4cX4yPKkPTm/sTDXZm2POZHfFjAGw01vxsAdzjvvgEPP7/hUTIRbwcczELu21udEYHuyCepUGyfpBjSdzqHRGagmlCFsyMhA+MtPCoFf/SmGC7XAzCjcXK9KP7KBm7SwpG9cvnel/q25Q4Z7vkvDV0VzO/VIhD3cMC7TqfUsVSiwdFcTcfvnPFMyI8cbxl6Zgy8Oj8Oniwdjy8Cgcf2kK0y4wP94XIkH3XW7L5Eos+fYM1h/MBklSzeE7lo1FuGffdJvpTmxBrR+wbHI4Yn2dUNekxqvbU4x2Pc9aaEKO0H+paXXi35dKmJ3V4ABn5kt/TD9Jmk1dkxpf3DWU04d2qagOCqWa2alNGeCJTfcON/nZO5NLGC9HtkjEy0nMTI22aqdG2oKajVas7U+rqldhZ3IxTuVUQ6sjcamwDvM+O46TOdUQCXhUL6eeZrUO7+5Ot/oY1KzREadyq7E5qcAoxdqs1jK9pt25Wzp8tQJz1h9DUl4N7EV8fLp4MFbfPAgSYfu9Ja8HbEGtHyDk8/DJ7fEQ8gnsT6/AXxdNN4Waws+F6lsrqWtGdkU9lrPGfGy6lxppolCqccHEJN5yhRIejmJ8dfdQZpVJksCxzCpG9BHnJ0OMrxMmDzA9Bmb7hSLIm9XYwTrmadFeoDdf1gQ1HSf9eGOeqDZaofvTLFXleARVV3v6t2Tc+c1pJLyTiFs2nkSJXAkvRzFaNDqjMU21Vjjs0zz0I9dgYvXudE42BAD+SymFUq1DmIc9BnWDn6Jaq8MHezJw3/dnUdPYghgfJ/y7fDwzUudGxRbU+glR3k54Rl+gfuvvKybVhWxo6yw/vedjVkU9HvultYYQ6+MEN72akl7JAlQdL0DfwF2u7zWLD3BmXD8AYNnmC9DqSLg7iOCln6lmOAaGFgJUNbRgzqfHoGEFpgYVVbsT8AirnMptOzUbbCz1v9EYakTkzWpodCQG+jmZfVF7NLStE+Wpie2NLVq8YpBFoR1Jbk7w73IJfUldMxZ/fRobD1MDTO8ZHYTtT4yxyv7uescW1PoRj04IxSB/GRRKDV7ZftmiGpK2zsrW76h+O1vI/A6AU+Nipx4XxPsi2pty7y9nNVDfNiwA7g7cXVWsr4w5WVsMJnkK+QSmR1OFccMVLJ2KbMuxn0ajtQU1G1zM9b+1JaosrmvmNFubw5pWE4DKXLx/yyCIBDwczazEtvOUq39RbRNO5VL154VdbIt1IL0cc9Yfw/lrtXAUC/DFXQl4e0HcDZtuNMQW1PoRAj4Pn9wWD5GAh0NXK7HVwlgMujn50FUqYLHjX6i7Pd6aH8vcZotE7h0TDC99Dc3w5P/3qfGc24GurVL7Y5mtgXHyAA8o1TokF8kxM9bb6Nho7ztre3bYfWo29aMNmllxPhxxxutzo412aIbUNKotP0HP6zfFMu/74/2ma8Y0QW52zPijd/5NQ7lCySzcRoe6MdmSztKi0eHdf9Pw4I/nUNdEuZ7sWj4ecwb2XEN3f8AW1PoZEV6OeI51AhnugthodaTJXP6qRQOZ3rFr1Y2MS/nwYBfE+cmY1W+ZgdWVt0zC2a39fPoaU+9i2wV9tiQBUd6OqKxX4Vp1I0YEt0ql+TwCEyOp+pu1q2Gb+tGGOdjiDHcrd/7W4O0kYd534gBPfLl0qNnnnsyuwv1jghGvz6K89lcq/rxALTi7qjetsKYJt391ijFMeGBsCLY+NhqBFsbj3KjYglo/5KHxoRgS6Ix6lQYv/2k+DcnnEbhcJOeUEOL8nPDp/kysScwEn0cY7dLWH8hCcgHVYF1uwr/RcOe1dj/VVD1YP9IeAOxFfGy6bzg8HMXIKKtHUn4t85hWR2JHMlVrsH6n1vq7badmwxwddftnQzuEGJosO0nNf+/u/f4sJn18GPMH++nFXOXIrWyERMjD7C7YRe1JLcPc9ceQXFgHJ4kAX989FG/Mi4FYYEs3msIW1PohfB6Bj2+Lh1jAw7GsKmxJMj2iZ/nUCIwJc+MUwFVqHU6zmlJp125vJwmyyhuwJjETTvoZZqaCmqFV12cHs7EntZQjcVZpdPBzluLbe4YZOUc8OiEUh/UpURc763ZqGl3re9t2ajbMYY0q0kEsgJ+z+eBHAnh5dpTR95a2ZjP3nS2TK/Huv2mYxVr0DQ927dT3VaXR4q2/r+CxX85DodRgSKAzdj89HjNMpPRttGILav2UMA8HvDBzAABg1a40zvRemvUHsnAyp5rpVQMo/8UxYW6MGTAdYMI87fHpgSysmB6JRyeGATCuqQHcoHKT3px1xR+XkMpyGKFFI0cyK42sil6eHYV4fUo0u9w6Y2tWTLMFNRtmaWsqAAHg49sG4cTLU/Heojg4SUx/l17cdhn3fZ+En0/lM+OS6FYSwzYAGvpbfpaVlbikNyzoCNeqG3HrxlP44WQ+AOCRCaH449HRHMs4G6axXSH6MQ+MDcG+K+VIyq/Bi9su49eHRjITddnWWd4yCV7cdhkA5UN3Mqcao0LdsGREIDYnUabEJ7KrGVcSek6avFkNpVrLUVUVsmaiTRrgiZrGFpzMqWY8IQFqNwgJlWqM9XXCFVbAO3y1Ev6udrhUJGd639YfyIJWR5r1cLTZZNmwFloVufKfNI6VlrdMgjfnxTAmx0tGBuGO4YFIyqtBcV0TKutVKKptxuGrlSiuo/48fLUS2HkFA7wcEe3jCMCy7J8Etw6tUGqwJ7W03ZMIdl0uxct/Xka9irLX+uT2eEyJMh7RZMM0titEP4bHI/DhrYMw+9NjOJVbjV/OXMM9o4MBcK2zPtyTwbxGS5IYE+YGrY7E8qkRTFBjT5J2kgggEfKgVOtQrlAiyK219yW1uHVg4tm8GmxYkoB5nx3nCFZUGmro4mMTw7CJNQkAAB75+Rx89WqwRQl+nOBrDi1H/WirI9iwjLVTAWiRCeDG3EeSJDLLG3AwowIHM8px/lotrpbXG80PtJb/7biCUaFuVtWPlWot3t2Vhl9OU+fksCAXfLZkCHxkXaOevFGwpR/7OcHu9nh5NjWFd/XuDFzTDzWkrbPWH8jCF4dzMMCbWmnG+8twMqcafB6BP85RtTgRn8dMkgaoSdTeJmT9Wh2JNNagz5O5VXC1F+Hre7jKsBYNlS/cl1bGNFrTqLUko7Y8mlllZMRsCvZOzdFMysiGDTYdnQpAEAQGeDvi8Ulh2PrYGFx4fTo+XTwYc9s5B+2fJ8ch3NMBVQ0qvP1P68w3rY7EqZxqjn0XAORWNmDRFyeZgPbEpDD89sgoW0DrALYrxHXA3aOC8F9qKU7n1uCFrZfx2yOjwOMRnF1QQqALlm46g7yqRiyfEo41+lEwK1jBj75v+dQIeDpJkF/dxEmn5FY2QKmmAhaPAAprmlFY04RYX27bwF8Xi/HcjAFGdl5DA52RW9WIWn1d4q+LxW0GNMCWfrTRezjbibBgsB8WDPbDnpRdsHLQNQ5klOPDWwfh1o0nsf1iMW6K90GLRmeUFvWRSTA7zhu/ny1EY4sWbvYirLljMNP2YqP92K4Q1wE8HoGPbo3HrHVHkZRfgx9O5uOBcSGcFKROR8LPWYriumZkV1K7uVGhrpxRNQCYwEY3YFewghrtzD882AU6Ejh/rRancqoR4GqHYDc75Ot3YJ8dzMbwYFdGWekgFqBBpYGnk4Q6YT86DIByHWkroAEG3o83yEwoG30PmZ2IMQMnYLm+tm5/Ftbtz4JUyEezWosVv1+CvFlt9JpSuRLf6cdAjQp1xaeLhzDnno2OYUs/XicEuNrh1bnRAIAP92Ygt7KB497P4xG4Rd8ImlpchxXTI/HbI6M570G7kGh1JLz1no5sj8krxVTqMdZXhjFhVB2Cnq9WbzCL7d7vk6AjqZUonYJ8cFwI47Qg5BNQa0km5WkJdk3Nln600VvQY5xenDnAyJ5LIjR9KW1WU/XlOhMBjY2DWICfHhhpC2hdgC2oXUcsGRGIceHuUKp1eH7rJSM5/a1DAwAAhbXNuGWo6VEY9CRpxiqrvrWmRu/UYn2d9AV2ar4aSZKoN6id0XGoVK5k/Pj2Xilj0qFZq+YwbQVtBTZb+tFGX4DOEgzyd2bsuWjotPyUKE/krZ6DJyeHt+u9G1QajoLYRsexBbXrCIIg8MGtg+AgFuBCQR02HecOQgx0s8OoUFeQJLD9vHnfSKA1/Viu36npdCSzU4vzkyEh0AUiAQ8V9Sqkl9Yz4hAATP8cQDnx60iqBvfNsTyj6dzWBDb2BAEh3/aVtdE70MrbxhYNI0SZF+/Lec7NCX4gCALPzxyA3x8ZZbYXzhTWDj+1YRnbFeI6w89ZitdvotKQH+/LRHYFV4p8+zBqt7b1fBGnVmVI606NOtEKa5tQr9JAJOAh3NMBEiEfw4IoT8fEtHLOa9P1Ckkhn2BGzjiIBSZFIeyUpzno9KOt8dpGb0JnCRpZWYn/6VP+NNOiW/vJRoa6YdvjY+BmpcdpV9h82bAFteuS24cFYNIAD7RodHhu62VoWBZWs+N84CAWoKCmCUn5NWbfg5b0l8mVIEkSqfpdWrS3I7Nboutq+9LKOK/993Ipk2KcHUdZ+sikQrOiEDrlaQqSJJlUpi2o2ehN6JpaY4uWuc+wBmY4/iXSyxH/PDUeAitaCmob2x6JY6NtbEHtOoQgCLx/8yA4SgS4VFiHr462piGlIj5jb2VpdI2nXiii0uigaNa01tP8WuX7o8OowaBsxxAAmB7jyQSwGB9qNlthbbNVohBDbPU0G30FuqbWxNqpNbMCnDl8naX44JaBbT7vnV3pFjMWNqzDFtSuU7xlErw1j5qZtm5/JjLKWgPPbfoU5O6UUqPmaBqJkA8ZbWxcr2ScROJYPWmD/GXM6pXNhIjWHhvaaWR0qGuHTlgNZ+zMjekmkp+fjwcffBAhISGQSqUICwvDm2++iZaWlt4+tBsKJv3ICmSGWYqU/7d39zFR3WsewL8zwAwv4ghOQRAqaG3VYm8Lakpju1KVYLtVdPXG3TS7TWsTjS+x1u1Vmy1we3vd9nZLqmur7m1INu1q9Wq31WZNqa5o13Xx/bUo4huvRcQOKPI2c/aPM+cwAzMD83pmznw/yUkGmCE/4Hd45vc7z3meOhMcSR0xeM3GRlMnKm843z2hoWFQU7EF2aMxa2ISeswC1u4+J1fSz350BMY+EoeHPWZ8f77B6etttyCl1VjW6OHy16MitANadADi6k4iBbUF2WlOtxhdYYNQoKqqChaLBdu2bcOlS5dQWlqKrVu3YsOGDUoPLazESokiNm8E95y2LzCw4ZsLDl871CQQJot4j0FNxTQaDf44fzIMMVG4WN+Gzw/XyJ+XEkZ2DWEL8mztr2h90I1IrQaPJ4vltkqtGYvSdTVb/32lGaXWm7jr7olBzdPq4mwQChQUFKCsrAz5+fkYO3Ys5s6di7Vr12Lv3r1KDy2syNuP3WJQ+6WtEz9V37F7zoV6xyu1oSaBMFnEewxqKpc0PBq/nyduQ246WI1L1mtjC54ZjQitBqdu3UPNHcctYKSV2sGfxezG8cnx8oXwCK0Gn5Rfles42vqfa2JtSYtFkFdqaQme1bBj2xnHTCYTEhMHrpJtdXV1oa2tze4gz/VlP4rbj9+erYdFEAsPb/m7bPl5zQ76EA7W681Zc1JyH4NaGJj7m1QUPDkKvRYBb+86h+5eC5KGR8v15ZwljEiZXefqpOtpfVuPUir+V/93G/pI+2k0JSMBq2aOR8v9LnT3WqDVYEAFhqGybRAartuP/dXU1GDz5s1YunSpy+dt3LgRBoNBPtLT0wM0QnWK0/VtPwqCgD2nxK3HBdlpeGlyX+PO97//ecBrB+v1BgBFr0wacuFlco5BLQxoNBr8YX4WEuN0qGpqx78eErMQfztFrCqy93SdXdq/JLlfIMoabV+4WApsttfQAGCy9Xl11lXaqOHRHt80bVsiS20rteLiYmg0GpfHyZMn7V7T0NCAgoICLFq0CEuWLHH5/devXw+TySQftbWOO6TT0MTKiSK9uNzYhiu/tEMXqcXLk1Og0fQFo33nHF+nlnq99X+DN8oQjc9fzXa77xo5pq7/EuSUcZge78/LwvL/OI0th2swe9IovDghGYlxOjS3d+FI9Z0BjQiT4/V2H9smiUikCv+9FkEu8ioFuXrr9bTRHm49AureflyxYgUWL17s8jkZGRny44aGBuTl5SE3Nxfbt28f9Pvr9Xro9fpBn0dDI2XfdnSbsdeaIDJ7YjIMsWKW8Nr8x/HxD+K15P7NdSVD7fVGnvPbSo1pyMHn5adS8PJTKTBbBLy9+ywECCh8WixybLsFKSWB2L6j1GiAiSnDselgtZwEAkAOaLoIrVywVSqZ5W2SCNC/Qai6gprRaMSECRNcHtHR4t+gvr4eM2bMQHZ2NsrKyqDVcpMl0GKtiSKmhz349qy09Tha/vqbL4yVH0tJWY542uuNhsZvZwbTkIPT+/OyYBymw9Vf7uPTH6uxyLoF+ePPv8htNaQkkP3nG+XXjXtkGP589AY+Kb8qn4S2/dqufjAHM6zX6KQMsPpfxSSS0SM8X6mZzbZBLTzvU2toaMCMGTOQnp6Ojz/+GHfu3EFTUxOampoGfzH5THSkOP9u3e1Ay/1uJMZG4QWbvmf6yL75+akHhQbIN/wW1JiGHJwS43T4Q6FY3WBrRQ06e8zIGj0cPWYB/2lt6ildK9t+5Lp8ETvSGuj6NxW1rec4+0lx+/JKUzs2Hay2Wal5EdTYdgY//PADrl27hkOHDiEtLQ0pKSnyQYFx4GIj3vz3E3af6+y1yJnBEtuVmyCwOogSArqHMVgaMlOQA6MgaxQKn06FRQDW7j6HudZK47tO1sonohTYpNOyqqndLoDZNiCV6KzJIBkjY2G2CD65pmZmg1C89tpr1hqYAw/yvwMXG7Hsy9O4c9/+0klHtxnLvjyNAxf7djQ2vNRX4Pg7Jwkj5F8BC2pDSUNmCnLgFM99EknxetTceYBrzfehi9Ciqqndro7jqpnjISV1RWrtu1S/5aDivt56YTzFEIPVs8bL96h5s/3IiiKkJLNFQMm+yy4bfJbsuyy/+TIO60vM+ce/nPfz6MgRt4OaP9OQmYIcOCNiddi4QNyG3H2qDiOH6QCIqzXJpoPVEAQxoPVaBu9SLa3Uus0W3OvoQYe1Rl6qF0Gt16zelH4KfpU3WtFocl66SsDAmo3PPDoCAOx6DFLguP1fwp9pyExBDqyZE5OxMCcNfzlVJ5+4355twIaXJmL7kesOr6EBcNpCRm9tad/Va5a3Hh+J1ztMbR4q25XasDC9pkbK8aRm4x/nT8acT48CAM7cvodnHk3wy9jIMbf/SxiNRhiNxiE9t76+Hnl5ecjJyWEacpD6p7+ehJ+qW9BkLe1jetiDt3edw/cXGgd0qQbgMrBJlUW6ey1y5qOnSSKl1izLv7LJLpNWapsOVsNsETwqkEzkDk9qNk5M6bufc/3eCziw+gWfj4uc81uUYRpyaDDEROGf+/V6ulBv8qhLtRTUunotcuajp9fTpNsKdpy4LX+sj9TKK0be20OB4GnNxhHWG7KrmtodvIr8yW9BjWnIoWPGE0lYPLUvKaf2XgcW5qQ5fK6rLtXSfTpdPTZBzcOVmhRAd1aK1/jidBHYfOjagNsIiPzJ05qNH/7NU/LjRtNDP46Q+vNbUGMacmh59+WJiLdu7wmCWA/SVv9KIo7oIvsSRXxRTWTVzPHyzeFtnb0MaKQIT2o25k/qKzn3+32X/T5G6sMr7wQAiI+OQv6To7DHGsx2n6rD8rzHoNFo7G60dkXefuwx97Wc8SLzEQD+ITdDLuGli9AyoJEi3K3ZaFvg+L8u8pJLIDFzg2T/8tvf4Kk0scL+rbsdqLzR6rByiDO2K7X6e94likikig1RERp0my2D3lZA5C/u1mxcP2eC/Pih9fYW8j8GNbKz481nMTxGXMD/7b8dd2vLT7qm1mMW0NYpdgf2pprIpoPVKP2xGmtmP47qD17CmtmP4xNrsWWiYPf69Ez58eZDnLOBwqBGduL0kfjz308FAFgE97b8+jcLTYiNkiubu8vRClFKHmFgo1Bg20PwMxdV+8m3GNRogOPX7wIQA5o7W366fkHNq5YzDmpLAoPfVkAUTGyzii2cswHBRBGy03+FNJRKIpJIrQZajbjCA7yr+ejqxmomi1Co+F3BBOw8Id6Wsud0HRZNYT1bf2NQI5mzLT/AdSURiUajgS5Si84eseadN9fTiNQgIU4nP35nz3kGtQBgUCOZqy0/6euD0UdGyEHN28xHIjWYlpmIyhut4C26gcGgRjJfbPnZJot4s/1IpBYfFGZhdukRAMCJm62YmuG8pyR5j4ki5FO2ySLeJIoQqcX45Hj58e/2sMeavzGokU/ZrdS4/UgEoK956PU7DxQeifoxqJFP6aw3YMfrI2GIiVJ4NETB4U8L+wocl/10A/9bc5e3pfgJr6mR16TeZ6tmjpdXatIqjb3PiMTGuZKS/WKB4xRDNIpemeSwIDJ5jis18prU+2zTwWr5mlpaQgx7nxEBOHCxEcu+PD3g802mTiz78jQOXGxUYFTqxZUaec32XrYxiWJyyN373WwVQ2HPbBFQsu8yHG00ChB7spXsu4zZk0bxzZ+PcKVGPiGVr7rVKlbnP1P7KwMahb3KG61oNHU6/boAoNHUicobrYEblMoxqJHPrJo5HpHWd5tRERoGNAp7ze3OA5onz6PBMaiRz2w6WI1eiwBdhBY9ZoGV9CnsJcVHD/4kN55Hg2NQI5+wrRt59YM5bBFDBLFEVoohGs6ulmkgZkFOy2SVEV9hUCOvsfcZkWMRWg2KXpkEAAMCm/Rx0SuTmCTiQwxq5DX2PiNyriArBZ+/mo1RBvstxlGGaHz+ajbvU/MxjSAEb+3otrY2GAwGmEwmDB8+XOnhELnFl/N37ty5OHv2LJqbm5GQkIBZs2bhww8/RGpqqiLjIfeZLQIqb7Siub0TSfHiliNXaEM31PnLlRpRCMjLy8OuXbtw5coV7NmzBzU1NVi4cKHSwyI3RGg1yB03EvOeHo3ccSMZ0PyEN18ThYC33npLfjxmzBisW7cOhYWF6OnpQVQUa2wSSYI6qEk7o21tbQqPhMh90rz19Q5/a2srvvrqKzz33HMuA1pXVxe6urrkj00mk924iELJkM8nIYjV1tYKEG+658EjZI/a2lqfnA/vvPOOEBsbKwAQnn32WaGlpcXl84uKihT/2Xnw8PUx2PkU1IkiFosFDQ0NiI+Ph0YTGvvPbW1tSE9PR21tbVhejA/3nx/o+x3cvn0bGo0Gqamp0GoHXr4uLi5GSUmJy+914sQJTJkyBQDQ0tKC1tZW3Lp1CyUlJTAYDNi/f7/Tc6P/Ss1isaC1tRUjR44M2PkULvOBP6f/CYKA9vZ2p+eTJKiDWigK9wyzcP/5gaH/DlpaWtDS0uLye2VkZCA6emC1ibq6OqSnp+PYsWPIzc31esz+Ei7zgT9n8Ajqa2pEamY0GmE0Gj16rfRe1HYlRkQMakRBr7KyEpWVlZg+fToSEhJw/fp1vPfeexg3blxQr9KIlMD71HxMr9ejqKgIer1e6aEoItx/fsD3v4OYmBjs3bsXM2fOxBNPPIHXX38dWVlZqKioCPrfc7jMB/6cwYPX1IiISDW4UiMiItVgUCMiItVgUCMiItVgUCMiItVgUCMiItVgUPOTmzdv4o033kBmZiZiYmIwbtw4FBUVobu7W+mh+dVnn32GzMxMREdHIycnB0ePHlV6SAGxceNGTJ06FfHx8UhKSkJhYSGuXLmi9LCChprPB7XP+VCb2wxqflJVVQWLxYJt27bh0qVLKC0txdatW7Fhwwalh+Y3X3/9NVavXo13330XZ86cwfPPP485c+bg9u3bSg/N7yoqKrB8+XIcP34c5eXl6O3tRX5+Ph48eKD00IKCWs+HcJjzITe3fVE9nIbmo48+EjIzM5Ueht9MmzZNWLp0qd3nJkyYIKxbt06hESmnublZACBUVFQoPZSgpYbzIRznfLDPba7UAshkMiExMVHpYfhFd3c3Tp06hfz8fLvP5+fn49ixYwqNSjlS7zK1/r19IdTPh3Cd88E+txnUAqSmpgabN2/G0qVLlR6KX7S0tMBsNiM5Odnu88nJyWhqalJoVMoQBAFr1qzB9OnTkZWVpfRwgpIazodwnPOhMLcZ1NxUXFwMjUbj8jh58qTdaxoaGlBQUIBFixZhyZIlCo08MPr36RIEIWR64fnKihUrcP78eezYsUPpofgdz4fwmvOhMLdZpd9NK1aswOLFi10+JyMjQ37c0NCAvLw85ObmYvv27X4enXKMRiMiIiIGvENtbm4e8E5WzVauXInvvvsOR44cQVpamtLD8btwPh/Cbc6HytxmUHOTOz2w6uvrkZeXh5ycHJSVlbns1hrqdDodcnJyUF5ejvnz58ufLy8vx7x58xQcWWAIgoCVK1fim2++weHDh5GZman0kAIinM+HcJnzITe3lcxSUbP6+nrhscceE1588UWhrq5OaGxslA+12rlzpxAVFSV88cUXwuXLl4XVq1cLcXFxws2bN5Uemt8tW7ZMMBgMwuHDh+3+1h0dHUoPLSio9XwIhzkfanObQc1PysrKBAAODzXbsmWLMGbMGEGn0wnZ2dlBm/bra87+1mVlZUoPLSio+XxQ+5wPtbnNfmpERKQaob2pTUREZINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVINBjYiIVOP/AX3Jozhus8QsAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Styling Artists",
   "id": "3e2c179b7cf105a2"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:57:00.070578Z",
     "start_time": "2024-10-08T14:57:00.032428Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7))\n",
    "x = np.arange(len(data1))\n",
    "ax.plot(x, np.cumsum(data1), color='blue', linewidth=3, linestyle='--')\n",
    "l, = ax.plot(x, np.cumsum(data2), color='orange', linewidth=2)\n",
    "l.set_linestyle(':')"
   ],
   "id": "ce24008038821e4b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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uLAeixwDVWti/bHkZwMaGQP4det19MxDWl55nXwF29aGMJL0OAFWi7V8+5n54CgOD5fFAtlGdiYmJSEtLQ+/evYu3KZVKdOvWDQcOHDD7PrVaDZVKJXk4petbgWt/mR/FefZDqlXlXgN29gQK79GgFv/6NNii9UflD3rHZtByO+VtzlJWB1otBLwDaTkebdADKND12k/BmoMes4cCFbCmJrD9YeDyT3KXhjkB2QJfWhpltwgOlk5qDg4OLt5nyvz58xEYGFj8iIiIsGk5bUJTCMRNAfYOAba219Wc9NV7lgKcwoP6FLz8rHPt3GvAf5/SorAHRpfvHAoPSgU14ByVzZBvTaBq04qVk8lPU0iDciydfvHfZ9T3fGWlfefQpW6l0Zbpu2mkqq0JQesnZl2y/bWYTcg+j09hMDRfCGG0Td/rr7+OzMzM4kdycrLZYx1WygYg6wI99/IDvKsaH+NbC3hkN9BlHRBZwhSCnKtA3DTzE6sN6c9BCi4h2bIl/EJ1w/WZa8k4BGxpA8SOAS5+K91XmGO8ajkAJK8FEpYAB56kUaH2oikAqtSn57WtOIXBlDsngY2NgM2tKdAzpyRb4AsJoZyNhrW79PR0o1qgPqVSiYCAAMnD6dQeBHRZAwR1Apq9ZX5enk8gED7Q/HmK8oGbscD5z++P8DRRczQU+QQ1RTZ/BwgfUq7iMzcgimjoPkBLHxXmUJNi/CxgbW0gzsSUDO2I5IDG9v3dih4FDLwA9D9nOumANVWJpqkqAJC8Wt5kBKzcZJvHV6dOHYSEhGDbtm1o3ZqGHufn52PPnj1YuHChXMWyDw9PWgAzYljFMrVcXQkcHEfPPf0oq0RYn5Lf4+kD1HyIHoyZU7MTDd1XnaORnl6VqZ/58o9AQSa1WuQkSed/tlpIfb6+Ne2Xgk1LoaABYLbmHQCEDQDUN2kUtigCT4d2Pjb9F8vOzsbFixeLXycmJiI+Ph7Vq1dHZGQkpk2bhg8++AANGjRAgwYN8MEHH6BSpUoYNWqULYvlWCqShaXOaPojJDT03MMbOPcpkPEvJUtuNd965WTu58GvKOBpJ4J7+QGNplMNMPopAAZf2gIeoIeh/DvA6Xk0xcPTt/zlyUkGKhv06Rfes17/t6UeWmn/wO7Kbh+jNSXtOb9V2NCuXbsE6H+H5DFu3DghhBAajUbMmTNHhISECKVSKbp27SpOnTpVpmtkZmYKACIzM9MGn8DJFOQI8ZunEMshxMamcpeGuaL8LCFyr1t+fNYlITY0ot/J/U8KodGU77oXlwqxQilE4nK9cycKsSZYiEvLyndO5hh29KTfj62dhMhNq9CpLI0HvB6fPcW/TsmKG00FKkfZ5hpbHqSRbd5VgaEp0rlNl3+mNGK1uvIEXGYft48B27rQqEtlTaDvEd3vvtDQfNTIxyktXknn+KcDDWIBgN6HgMDGwMbGtGhy5TpAu2+A0F62/zzMulQXgI33Wwmq1KO+2gqkmnP4eXxuR32bFnk9/xnl3Cy8Z5vrxCyiBV8fy5AGPaGhJXb2DKBlWzjlErOH6m2Ah36j5NF9Dkq/8CWvAWLHAhsa0JxWcwKbAXWepucNJgJB7ahPO2IobctJpMQOcsi9TkshsfLxCwXaLqbfjwbjrZtftQTcK2svtw4BuB9s6oy1Xb+EuUErd08D6gx6HvSQ3X7BGEP4YCCsv3S1ByGAU+/Q89xkyg9qjqfP/RpdH92KCx5eQNv/o/PmpdH/KXvbM5gG+XgHAMNulFxrZaZ5+1MKuAYTaMUQO+HAZy9h/YDBSTTPSZtr056q1AW6/Amk7aARe4zZk+ESRwoF0PEn4ORcIP82BbWSKBSm57PqZw2yN+9AAIKacVXny59J6e5p4Mw8wKcGEPOZcfJwd6BQAAr7fW7u42OMycswz6amiJKdt1pAiRwc1fXNwO5HgU7LaS5hee0fCSTdX+A55v+kS2G5gsJ7ADR2WcaJ+/jcWe51IHE5cGQSkHlO7tIwVjLD5NJXlgOXlwF/N3XstGChfYFuGysW9ACg8Uzdc0eo7SWtpkFyicsrdp7ca5QXeF04kPCNdN+dk8C5j6Uru9gRBz5XlLQaiB0NJHxJTZvOXaln7kR9GzjxOj3PvwvkXJGzNCVTKIDa/aXb7p4B/m5GOXj/W2TZeWq0BRq/Ajx2C2hg2ao0NqMpAo68RF9GCu5W7Fwn36a8wPm3gYtfSwfUXfwGOP4KsDZUmkbRTjjw2VpBFrCzD+X1s9e3V/0+vLjJwI7uwK0j9rk2YxXhUw1oPof6/LqtB0IekbtEZZN/G8g8A9w6TDUeU3KvG29r/aH5RajNsUW6tFsHqRaWvrfiAan997T4sldloEZ7Wk5Nq0od+unpB1R/sGLXKQcOfLaWth1I+wc4Np2+/dhDtVZA87k0mMWzEv0Sb21HHfCMOTKFAqj/P+DhLTQgzNloCuj/HGC6Tyv/LvB3Y1pCKW1H2c+flwGcfh/4u7luVKw1ZV3Slb92CXmCLaHwABq9DAxJoQV8vfX63O6coPvT8gPAu0rFrlMOPKrT1jL01hasPcA+1/Twpm/NmWdpRfCsBCB8qOl0Uowx6wnpATyRQ816pubKJnxFyb7TdwNJDU3XaIvUQPKfQNRIXUrDOycoIHlXoSZECEAUAC3erVjaQ0N1xwJRjwM3dgM12lX8fAoPSrZvqNMv1AVjzbKXAdf4bK3Vh0D/s/SzVnf7XjuwCdD/DE0QbbXAvtdmzJ0pPKRTODL/A9J20vJJ/g1pf+NXjd93dRWwvi5wYBQFP4AC6KHngb+bUM7T6jG03acG5eo1pTCn/GX39KVpIj7VKLNKUZ5l77uXCuzuD2Rftux4mYIewDU+21MoKL1SYGN5ru/hTRNEGWP2pykAjk4CLi0F/MIoJVfEY9QH6F/P+HgPJXDvfh+gto8w6Q/dArs39wIdfgSUQdKVMQxt60w1qoihlEAg8VfqR7Q0ccXlnygZeW4y8PA/lqWDOzIRuL4J2Lwf6LaBUiM6KK7xMcaYrXh4UwATRRREEr6hlR1qdjR9fPggoHpbSuXVYDxtC3sUaDaHmjpbfURp4EoKetlXaIX4uyeAU3PvL5r7CZCy0fJye/pSeQEap1CavJu0KgxAA1YCmlh+LRlw4GOMMVtqtYCSxrd4H6j/fMnHKjyA7puBjj/rUqB5VwFazAWGJAGhvUu/nvqmbqRkjQ667Re/MX08QP2Om1vTQsO3jgLBPSiAhfQEqjYr/Zq+NYGBCTQto/XHgG9Q6e+REWdusZXt3Wg0Zcef6RubsobcJWKMyaUwx3aZS4ryKZ+podwUqnEefJamh9R73nyO4KQ1wP7h9LzBRODBxebP68A4c4vcRBH9jB1rv2kMjDHHZIugd2kZsLM3sLmF6SQVlWpTyrfuG4EHJpecGF91DsD9wSbaaQxOFvTKggOfrfiGAJXCqYP3gZflLg1jzNVcWQ6kbaP5uXeOV+xczd6kFSY6/AgEd7PsPYW5wMXvbLfEmg3xqE5ruXeDhv9qvyV1+UPe8jDGXFvU48CNHUDkE7SeHUBzAEtbHqkwl/rvDKcT+NYE6o4z/Z78u4BPVd1rISiXas4V4MwHtA5o+ODyfQ4ZcI3PWo68CPxRFdjxiGyJVxljbiTycZrk3vEnCnZFamBtGDV/Xv7Z+PjCe8C5T4G/oqmmaImL31GA+6MajRbVUiiA4Ifpec4VIDuxgh/GvrjGZw1CA6TvA4ru0RBin2pyl4gx5up8qgIPrdC9vrGTcoWmbaPpEHUNFue9vgk4PoOen3wLCOlFUxVqtDOdXQUA7qVRBiiA/r7pixoJKDyBqCdo9KcT4RqfNRRm08jNSpFAzS68ujljzP4KsoDKUfTcVLNjxFCgagsACqBKPeDOMWDvIGBTcyD1H9PnjHqCmkUB4xXSQ3sD7b9zuqAH8HQG6zNcVJMxxuxFCODuScC/gem/QxkHaYRp1ea0akza/YD3wFTqpzNFlUCT2YM6OPzfNkvjAQc+xhhzRzlXgYPP0c9HTzh8ULOEpfGA+/gYY8wdVY4Cemyj5NIuEPTKgjujKkpTxCucM8ack0IBVAqTuxR2x4GvPIrUQNx0ICcZSPwJWBcO/PskcDtO7pIxxhgrheyBb+7cuVAoFJJHSEiI3MUy714asL07cP4zYO8QIHUrLSNydaVTZjBgjDF34xB9fE2bNsX27bqlLzw9PWUsTSk8fAB1Oj1XnaWpDF6VAU0hUONBecvGGGOsVA4R+Ly8vBy7lqdPWR3o+hfw7xNAx19obSxNAZCVUHqqIMYYY7KTvakTABISEhAWFoY6depg5MiRuHzZ/NL1arUaKpVK8rALoQFOvAVcW08JqB89RUEPoKU/Ah174UXGGGNE9sDXvn17/Pzzz9i6dSu+++47pKWloVOnTrh1y3S+y/nz5yMwMLD4ERERYZ+Cqs4DZ94H9g4GDj3H2VkYY8xJOdwE9pycHNSrVw+vvvoqpk+fbrRfrVZDrVYXv1apVIiIiLD9BPaL3wOHX6DnrRYCTV613bUYY4yVmdNOYK9cuTKaN2+OhIQEk/uVSiWUShn60iKG0irqN/+l1YwZY4w5JYcLfGq1GufOnUOXLl3kLoqUsgYFv4ihcpeEMcZYBcjeUTVz5kzs2bMHiYmJOHToEIYPHw6VSoVx48wsiMgYY4xVgOw1vmvXruHJJ59ERkYGatasiQ4dOuDgwYOIioqSu2iMMcZckOyBb+XKlXIXoXQ39gCevkC11oCnj9ylYYwxVgGyBz6nEP8qcOsw4FkJGJYGePvLXSLGGGPlJHsfn8MrzAVuH6PnlSM56DHGmJPjGl9phAZo+wVNY6gcLXdpGGOMVRAHvtJ4VwEavEQPxhhjTo+bOhljjLkVDnymCAGc+5TW3mOMMeZSOPCZcmoucHwGsKM7kJsid2kYY4xZEQc+Q7nXaBUGgFZkSN8rb3kYY4xZFQ9uMeRTA+j2N3BzP01diH7S4rdu3w4cPgwMHAg0b27DMjLGGCs3rvEZ8vIDwvoCLd8HmrxWprfu3AnMng3ExABHjtiofIwxxiqEA58VFRXRz4IC4P335S0Lc34aDXDjBhAfD1y7JndpGHMdHPis5Nw5IClJ93rTJuDmTfnKw5yTWg28/DJQpw7g6wuEhACtWwORkcCiRXKXjjHXwIFPn+oCcGM3UHiveNPvvwNt2gD161MTpkIBnDxp/NbatQH9fNuFhcCqVbYvMnMtCxZQgLtyhVoOtIQAXn8dyM6Wq2SMuQ4OfPouLQV2PAz8EQik7cTOncDIkcDx48ClS8Cx+yk7+/cHzp6VvjUggI7V98sv9ik2cw1CAD/+aH5/Xh4NoGKMVQwHPn0399NPTQFuFTXF6NH0x8jQtWtAly7AwYPS7WPHSl8fPgycP2+bojLXc/o01fRKsnGjXYrCmEvjwKev4USg3nMQoX3xzEvBSE01f2huLnDvnnRbr15AcLB0G9f6mKXWr5e+jowE5s6Vbvv7bxr0whgrPw58+qJHAe2/x5Jzm7Fhg3TXww8D338PfPwx8NFHNNLu4Yelx3h5AU8aTPv79Vf+Q8UsYxj4Bg0CRo2i54GBwBNP0O+edvQwY6x8FEKYasxzHiqVCoGBgcjMzERAQECFz3fsGPDQQ9SfolWrFnDiBI2ws+T9MTHSbbt3A926VbhozIWlpgJhYdJt//xDrQgHDgAPPgh4e8tTNsachaXxgGt8ejZupAClH/QAGnBgSdADaOh506bSbT//bJXiMRdm2Hfn76/7stSpk3WCXmIi0K4d0LAhNcnXqQMsXGi6H5sxV8aBD4AoKsKyz//DoEHCaLj4tGlAv36Wn0uhAMaMkW774Qdg4kRApapwUZmLMmzm7NcP8PGx7jXS0iijUEICkJ5OA2lmzZJOw2HMHXDgA7D+l1N4pmZj3PiqFmY8+nHx9i5daF5VWT31FAVAfV99BTRpAsTGVrCwzCV9+in1H3ftCnh4UP+etZn74jVzJs8PZO6FAx+ARx/cBwCoGZCB/CL6mv3UU9THolSW/Xzh4fTHxFBmJu1jzFCDBsCMGcCePVQbGzrU+tcwF/iuXwfmzbP+9RhzVBz4AHgHRkEdNACZ96pi//nOmDePpiH4+pb/nPPn0zd4Pz/ptoiIipeXubYaNYBKlczvz8sDtmwx7osGgIsXgdGjgbg4433NmwNLlwKrVxuPSP7kE+DChYqVmzFnwaM69Zw+pcH588Bjw633feDyZWD8eGpK2rcP8PS02qmZm/nhB+oL3LaN5pFOngx8/rm0WX3yZGDxYnrepQvw2muUacjQ+fMUCPXTovXtSzlmDZvpGXMWlsYDDnx2IARw9y5QrZrcJWHOrGNH42xBjzxC/ccNG9LvWHg4kJOj2z9zJs39M+XVV433/fWXbfoXGbMHp5rO8NVXX6FOnTrw9fVFTEwM9u3bJ3eRrEqh4KDHjBUW0sNSw4cbb9uxg2pujz8OTJ0qDXqenlQDNOett4DQUOm2GTPKVibGnJHsgW/VqlWYNm0aZs+ejePHj6NLly7o168fkvTX+GHMBX3zDQWt9estm0s3YQLw2GPG2/Pzqd/OcL7oY49R2jNz/P2Na3wXLwIrVpReFsacmexNne3bt0ebNm2wZMmS4m2NGzfGkCFDMH/+/FLf7wxNnYwZUqloqSvtmo1dugBffAG0alXy+4Sg5sjJk0tfnDY2FujQofTztWsHHD2q29awIXDmDKXgY8yZOEVTZ35+PuLi4tC7d2/J9t69e+PAgQMm36NWq6FSqSQPZ6JW06oNixebHpXH3MOHH0oXKt63z7IEBwoFMGQILXw8Y4b5jC4dOpQe9LTne/tt6bYLF3hSO3Ntsga+jIwMFBUVIdhgSYPg4GCkpaWZfM/8+fMRGBhY/IhwkvkBhYU0OCEgAGjfnr6xx8fLXSomh5QUmrCub9AgmrxuqSpVaLrMtWvUZNq7t66G5ucHfPaZ5ecaMIAWW9a3Y4fu+c2bNLeQMVchex8fACgMxk8LIYy2ab3++uvIzMwsfiQnJ9ujiBXm5QVkZVF/jNahQ/KVh8ln3jzpklaenuXLEARQAvX//Q/YuhW4cYMmwF+9alltT0uhAObMoeddulDQ++EHeq3RUFNo7dq6aRKW0Gio73L2bKqZTppE03qWLuXVJZj8ZG3FDwoKgqenp1HtLj093agWqKVUKqEsTzoVB9CuHfWdaB0+LF9ZmDzy84HffpNue/55oHHjip+7evWy1Rr1DRwI/PsvtUrof+f08ACee45GgM6cSZPjq1Yt/Xzz5hk3oQJUO01IKH+gZ8waZK3x+fj4ICYmBtu2bZNs37ZtGzp16iRTqWynfXvpa1eo8d25Q5OpmWW2baPUdfreeEOesuhTKGgVCP2gJwT9jj7zDNVK1WpaCLc0t29TliJzFi3iplMmL9mbOqdPn47vv/8eP/zwA86dO4eXX34ZSUlJGD9+vNxFszrDwHfpEpCRIU9ZKmLNGqBHD1rapnp1enz4IS9vY4nff5e+fuihkqccyEmhAN5/HxgxQlfLW7u29PctXSptyjWkVgNff22VIjJWPsIBfPnllyIqKkr4+PiINm3aiD179lj83szMTAFAZGZm2rCE1lFQIISfnxAUIujRtq0QWVlyl6xsvv5a+hm0j+nThdBo5C6d48rLEyIgQHrPPv9c7lKVbOlSaXkrVRIiN9f88YWFQkRHS9/TooUQMTHSbcHBdD8YsyZL44HsNT4AmDBhAq5cuQK1Wo24uDh0LW9HhYPz8jJenf3oUZo3tWwZDQgAKH/i228Dp0/bvkzLl9M3+u3bddcvjeFCu1qffgq88IJtBy9s3EjNhc7on3+kUxYUCtMT0h3JwIHUz6eVm0ufw5yNG2mdP31ffw18/710240bPGWCycchAp87MWzuBIDUVAoYly7RKtlduwLvvQeMHEnNQra0eDHwxx9Ar17AAw9QM2ZpzAU+gJq5nnxSOnrVGoQA3n2X/hBPnChNruwsDJs5O3em0ZKOrGZNGumpr6Tmzv/7P+nrmBgaYdqqFdC9u267UknTOhiTAwc+O2vXzvT2l16iQQ+tWukSEZ85Q8sj2crJk9KkxxcvWrZ6RLVqtIzNn38CS5YYv2f1agpQ+nkjK0KjoTyU2iH3CQnAt99a59z2kpdnvMr6iBHylKWsDNcG3LDBdD7P5GRg507ptsmTdQNmXn6Z+oXffRdISnKMQT3MTdmp6dVmnKmPTwghrlwx3T+WkUF9Hi1bSre3bm27frMJE6TXCgujfsiy+usvIZRK48/UoYMQt25VrIz5+UKMGmV87qAgIbT/5AUFQsTGCrFwoRBFRRW7nq389Ze0/AqFECkpcpfKMqZ+Z3fsMH1sQoIQ06ZRX2bNmkLcu6fbV1jI/XrMtpyqj8+dREYaN2998gktPqpUGq+Effy4baY9ZGcb1yafe658+RkHDaJ13CpXlm4/eBDo1o1W+NZXUED9gVOmAKdOmT+vEMDYscbz3hQK4M03qaY5YACNKu3YkdaeK+l8cjJs5uzSBQgLk6csZRUVZZzZxVxzZ/36lDUmJYX6+/QXc/b0pN9xxuTGgc/O9LNkALSe2qRJutd9+wLR0dL3fPml9cuxciVlktHy8KCJ1Pru3rX8fD16UDNXjRrS7adP02rf2nNpNLSEzowZ1B/UrZv5KR179xoPgPD2pkA4dSoF2nPnpJ9DP9WWKdnZwLp1ln8ua4mIAEJCdK8ff9z+ZaiIYcOkr9eupabbvXtNH1+livlmfcZkZ6caqM04W1On1pkzQuzda7rpZ+FCabOSj48Q6enWvX7bttJr9O+v2xcXJ8SgQUKEhtLQ9b/+EmLwYCEWLxbiwoWSm17PnhWidm3jprH+/akZcsEC431ff236XAMGGA+l37JFeszzz5v/HIbi44Vo2JCaGc011dlSYaEQu3cL8dJLQly/bv/rV8SZM6ab6IcOtc75Cwutcx7m3iyNBxz4HNDNm8Z9ZgsWWO/8cXHGf8DWr6f+mEGDpNvffluI556Tbhs7tuTzX7kiRIMG0vd06SLE3bsUPA2v/dhjxucw9Yf2iy+Mj1uxQnpMlSrUL2jo22+l9zQkRIi0tPLdP3ek0dCXBsN/kyZNKn7uY8eEaNpUiJ07K34u5t64j8+JBQUZN4UtWVKx+XEaDbB7N/Dss9Jh5QA1wz36KPXHGGbcWLCA1n/TV9qacVFR1ORYsya9njyZXgcG0lSEF1+UHr9zp/FnM1y9oFo1Kruhhx+Wvs7OBuLijI+7e1c6NSQtjfJOcsJkyygUpleAT0go/4rtGg2tMNG+PY1gHjOG0p0xZnN2CsQ244o1PiGEOHjQ+Nv1hg3lO1d2thCdO5tuqgKEeOcd3bEnTgjh6Wn+WECIU6csu+6uXUL8+KPx9uRk43MePqzbn5pKzbv6+2fPNn+dpk2lx77/vvExRUVC9OtnfN0+fYSYMUOIjz4SogwJg4QQNJK0Y0dqEg4JoWwkoaF0r2fOFGL1aus3UcspI4NqeNp7V7Mm1eTL+xlXrjT+9xgzxrplZu6FmzqdnEYjRJs20j8KffuW71yvvmo+iPn7G/c3zZxp/vjQUOtMr2jUSHreefN0+2bPNu7jTE01f64pU6TH9+hh+ribN2nKRklB/Y03LCv/oUNCVK5c8rm++ML1hu/n5wtx8WLFp6kIQV9GevaU3jMPD+eZ5sEcDzd1OjmFgpoF9W3dCly+XLbz3LplnE0DoFGcvXtTqrLQUOm+OXOo+dOUXr2kGfzLq1cv6evt2+lndjbw1VfSfWPGSEdEGurRQ/r6339pFOKqVfTnVCsoCFixQpqCy9AHH1Aat5KcO0dNw6VN0H/vvdJHmTobb2+gXj2aQlJRHh7ATz9Jp8FoNLSNMZuyUyC2GVet8QkhRE6OEFWrSr8Rz5pV9vOcPClEt266c7z6aunfqtetM12L+fXXcn0UI4YTun186PMuWmR8zbNnSz7XnTtUUzBV3h49hDhyRHr8xx+XXFPz9RXi6FHT17p6VYjw8JLfb/iYMsVxJ9Y7gmefld6v+vU52TkrH0vjgUII/e/EzkelUiEwMBCZmZkICAiQuzhWN20a8Pnnutc1a1JqqLJOBBaCakDJycArr1j2nsGDjdNspaVR2qmKUqmo1qA/uGTzZprAv3+/btuAAZQiqzQPPkgJv805eFCaJzU2lmqGaWlUizackB0eTufT/6w3b9LE8/Pnpcf27q27p7m5NLjm4EHgyBGqHb/9Ns07ZKYdOEDLM+nbvZvmeDJWFhbHA7uEYRty5RqfEFTb0f82rFQKceCAfa595Qr1AVa0j9Gchx6Sfrbp04VQq6lGpr3u3r2WnWvWLPM1rqeeKr0G8dJLxu/Tn6N265ZxOjlAiPbtafAQKz+NxrjPlwe5sPLgPj4X0bgxffNt0IBSm6WkUHoue4iKAvbsoVUixo8HfvjBuufv2VP6evt2wMeHsrqcP08rRxiuDGDOpEm6xVIBKvuMGVSz++WX0vslFy2iVTG0PDwopZrWvHnAiRPS9zRpQiuSG6ZqY2WjUBhnDfrjD+OV6hmzFm7qdAIZGZQKzBqDShzJv//S0jz6KtKUmpFBTWR16lBuybLer/R0oG1bag5+7z3KB6qVl0erKWzcSK+jo4F9+6hJlFVcejrlsNWfE7hkCX3hKq+bN+mLYsuWrvd/h5lmaTzgGp8TCAqy/D9ucjJNfk9Pt22ZrKFdO8DfX7pNO7qzPIKCaJJ1TEz5/tDVqkX9iU89Zbxkjq8vrVU4YgT9gd6xg4OeNdWqRcnO9S1dWv7zbdpE/06tWwP9+klH9zLGgc+FqNX0h3/1aqrx6K+154i8vXWZV6pUoYEstWrJW6aWLYFffzU95cHHhxJkx8YCdevav2yu7rnnpK+PHqU1Iw1pNCWf5949yvKjXax461Zg1y7rlJG5Bg58LmTaNODwYXqekkJ9Vps3y1qkUr3xBjUZ3r5NtS3D+X2OxsvL/BxHVjF9+hgv2bVoke55Xh7wxBNApUrUP2yuD/C774AbN6TbtP8vGAM48Dm1fft0S/r8+ivw9dfS/VFR9hsIU17t21M/n7e33CVhcvP0NM7H+ssvwNWr9HzOHFrXUK2mpuZZs4zPkZcHLFxovD0hwfrlZc6LA58TSk6mkZZdu9IcsQsXjAcB+PkBf/4pHenImKObNIl+dwGaq/rCC9TEnJBAC9zq+/FHykykb9ky44WPAeC//2xSXOakyrHeNpPTunXAqFG6VRS++YYGhBimz/r2W6B5c7sXj7EKqVULePllqtXNmKFLpzdokK7PTisvj37/tQOR8vNpNRFTzp2jAS48upMBPJ3B6SQnAw88YLx8kL7nngO+/95+ZWLMlrZuBfr2Nb0vNBS4coVqhULQaM533zXdp3fjhvyDp5ht8XQGFxURAbz+uvn9TZoAX3xhv/IwZksFBVQDNCc1lUYxA1Sb69+fRjObGtR17pxtysicDwc+JzRzJk2gNuTrS/k4K1Wye5EYs4mbN43nehr2W3/2mXSenkJBNcQWLaTHcT8f05I18EVHR0OhUEges0wN1WISfn60crWhL74AmjWzf3kYs5WwMJo3+fPP1KzZpo1xM35cnDSxuVajRtLXHPiYluw1vnfffRepqanFjzf180Qxs4YNk074nTjRON8hY67Aw4PWZLxwgVo0hgyhtHRaVatK5/tpNW4sfW1pU2d+Pq3YYTiYhrkO2Ud1+vv7I6SkVUaZSQoFTdR9/nma//Tgg3KXiDHbqlIFqF+fnk+ZQn1/fn40+CUw0HjUZpcuNC+wUSMKgpa0hhw7RmnpLl8GmjalJO01atjm8zD5yDqqMzo6Gmq1Gvn5+YiIiMCIESPwyiuvwMfHx+x71Go11Gp18WuVSoWIiAi3GdXJGKP1HMPDgawsICQEOHQIiIys2DljYymvp35GmHffBd56q2LnZfbjFKM6p06dipUrV2LXrl2YNGkSFi1ahAkTJpT4nvnz5yMwMLD4EcH5oxhzOwEBtEyWlxdNU1i2rGLn27WL0uUZpkHbu7di52WOyeo1vrlz5+Kdd94p8ZgjR46gbdu2RtvXrFmD4cOHIyMjAzXMtC9wjY8xppWbS8FKO9G9PLZupX7DvDzjfQEBwJ07ppOWM8djaY3P6oEvIyMDGdoEkmZER0fD19fXaHtKSgrCw8Nx8OBBtG/f3qLrudsEdsaY9ahUQL16upy3ppw9azxQhjkmS+OB1Qe3BAUFISgoqFzvPX78OAAgtCJf3xhjzEKbN5cc9ADqP+TA51pkq8DHxsbis88+Q3x8PBITE/H777/jxRdfxKBBgxBZ0V5qxhjTIwSl+/v3X+n2YcMo1+3kyTQ4pmlTYPBg6TGHDtmvnMw+ZAt8SqUSq1atQvfu3dGkSRO8/fbbeOGFF7BixQq5isQYczEJCUDbtpT9JTIS6NEDKCzU7ff2Bh55hJI/XLlCE+E7dZKegwOf65FtHl+bNm1w0NGXCGeMObXq1Smzi1Z+PpCYCDRoYHysQkGT4Q2HF5w8SYNoOBWg6+CxSowxl1WjBmA45KC01GUxMdJRnEVF0uDJnB8HPsaYSzMcmFJa4KtShday9PamZtKJE6nmyFyH7CnLGGPMlho1Avbt0722JGfn2rU0N9DErCvmAjjwMcZcmuEqDf/8Q0sZBQYCAwaYXpxWPwk2cz3c1MkYc2mtWklfp6QA06fT6iYhIcBDD1HKMuY+OPAxxlxa9+7UV2eKEMCBA7TCCXMfHPgYYy7NwwNYv964yVOrRg3juXvMtXHgY4y5vNBQas5s0sR434ABtMpDaUwlsWbOiQMfY8wthIQAO3dSWjJ9o0ebPv7uXd1iz82b06K399MJMxOEAK5do8n+jo4DH2PMbQQHU81v9Ghakf2jj4CePU0fe+8e8L//AUuXAqdP07bu3WlVdiaVnw889hgQEUG16/375S5RyWRdgd0aeFkixpitjBwJrFol3aZUAitWAEOHylMmRzR7NvDBB7rXDzxA8yUVCvuWwylWYGeMMUf2zTdAt27SbWo1MHw4zQdktOLFggXSbefP06oXjooDH2OMmREYCGzZQiu069NogPHjqTnUnalUwJgxdD8MLV5s//JYigMfY4yVwNcXWL2aBrnoS0wEPvxQnjI5ipdfpvtgyoYN5vfJjQMfY4yVwssL+PZboEsX6fYFCxz3j7ut5eQA8fHm9wsBLFlit+KUCQc+xhizgEJBzXf6WV7y8oBp02QrkqwqVwZiY2lgi4cHLfb72GPSY77/vuTpDXfuAM88A2Rk2LashjjwMcaYhVq0oGWK9K1fD2zaJE955ObjA7z/PrB3L7BsmXRkJ0CBbcUK4/dlZdGKGV27Aj/+CPTvD2Rn26XIAHg6A2OMlcnduzRcPz1dty0wEJg1C5gyxblXal+4kKZvnD0L1KxJE/ebNwfatQMGDqRAV5p+/WhAkFbLljTxXzu14fZtoF49uo/6+vShLxGWXMMcns7AGGM2ULWq8aCWzExg7lzg1i05SmQ9O3dSkFKrKQvL5s30WYcPp1pZUVHp55g0Sfd8xgzgnXeohgcAaWmUBMAw6AHAyZN0TXvgwMcYY2U0Zozx/L6JEylziaHMTGDHDuDzz4E1aywLHnIZNsz8vu3bgY8/Lv0c/foBdevS808+oUEw2srXjBnAqVPG72nYkFbJ0L7P1ripkzHGyiEzE3jxRWoa9PcHLl8GgoKkxwhBTYb6NcGOHYGffgIaNLBveQFKJXbjhvEgFK20NCAsjMptirc3cOgQ0Lp1ydfZsoWSfxcVUbPmmTOU8eb2barx6Qe/tm2pj7RmzXJ9JAlu6mSMMRsKDARWrgTi4miqg2HQA6hfKyZGui02lhbH/fJL0xO/bUEIqnE+/DDVVk+eNH1cSAjV6lauBJYvB155hUZsahUUAG3aUH/mlSvmr9e3L5CQQE2l2qAHANWrA9u2UVCsXh14+mlqXrVG0CsLrvExxpgNvfUWjXw0ZehQmhxvy4VwhaCa6Xff6bbVrw8cOUL9laV57TXTE/UVCmDCBMfK0MI1PsYYcwDt2lETYY0axvvWrgW+/tq21//pJ2nQA4CLF4H/+z/L3v/OO8ZLOQEUUOvVq3j55GDTwDdv3jx06tQJlSpVQlUzXy2SkpIwcOBAVK5cGUFBQZgyZQry8/NtWSzGGLObPn1oVOPVq1RDMvT557Zr8kxKAqZONd7+5pvAG29Ydg5fXwqehnx8gLFjK1Y+udg08OXn52PEiBF46aWXTO4vKipC//79kZOTg/3792PlypVYs2YNZsyYYctiMcaY3fj4UB9X5crUr7dypXR/QoJ03pu1aDSUFUWlkm7/7TfgvffK1rwaE0PTNfQ98YTpWqxTEHawbNkyERgYaLR906ZNwsPDQ6SkpBRvW7FihVAqlSIzM9Oic2dmZgoAFh/PGGNy0miEaNZMCGospEefPta/zuLF0msAQjz9dPnPV1AgxKRJQlStKsQjjwiRkWG9slqLpfFA1j6+2NhYNGvWDGFhYcXb+vTpA7Vajbi4OJPvUavVUKlUkgdjjDkLhcK4+XHrVuC//6x3jYQE4NVXpdsiIoBFi8p/Ti8v6he8c4fm9DltbQ8yD25JS0tDcHCwZFu1atXg4+ODtLQ0k++ZP38+AgMDix8RpmaMMsaYAxs1iobz6/viC+udf/Zs4+TQP/xAUzBYOQLf3LlzoVAoSnwcPXrU4vMpTKxNL4QwuR0AXn/9dWRmZhY/kpOTy/oRGGNMVpUqAf/7n3TbTz+ZTuVVVrm5wMaN0m0TJwI9e1b83K7Cq6xvmDRpEkaOHFniMdHR0RadKyQkBIcOHZJsu3PnDgoKCoxqglpKpRJK7WxIxhhzUhMmAB99pEthlpsLLF1Kab0qYscO6crwnp40JYHplDnwBQUFIchUioJy6NixI+bNm4fU1FSEhoYCAP755x8olUrEGKY7YIwxFxIRQanDfv+dgtPw4cb5P8vjr7+krzt3du7+OFsoc+Ari6SkJNy+fRtJSUkoKipC/P3leuvXr48qVaqgd+/eaNKkCcaMGYOPPvoIt2/fxsyZM/HCCy9wFhbGmMubMYMmgU+YAISHV/x8Gg2wYYN026BBFT+vq7FpyrKnn34aP5mY+bhr1y50794dAAXHCRMmYOfOnfDz88OoUaPw8ccfW9ycySnLGGPuQAhK7nz2LC2I26SJ8TEHD1ISbH0XLsiTEFsOlsYDztXJGGMOqKgIGD8eaN+eVlRYsYISPgOUAu3nnwHD4RZ379JiruvX06T4yEgKlO6CAx9jjDmx+PiSl//x86MaXosWpvfn5VHKsoYNbVI8h8RJqhljzInt3Vvy/nv3aHCMuSkQvr7uFfTKggMfY4w5oNICH0CrLIwbZ791/VyFTUd1MsYYK5/BgylN2KFDNN2hd2/g8cdpfbzDh3XHrV8P9OtHg1o6dqTVIFjJuI+PMcacSFISrZaQkWG8b/BgYN06uxfJYXAfH2OMuaDISBrh6WHir3ezZvYvjzPiwMcYY06mZ0/g00+Nt3Pgswz38THGmBOaOpX68/bvp/l9p08DrVrJXSrnwIGPMcacVKNG9GBlw02djDHG3AoHPsYYY26FAx9jjDG3woGPMcaYW+HAxxhjzK04/ahObeIZlUolc0kYY4zJSRsHSktI5vSBLysrCwAQEREhc0kYY4w5gqysLAQGBprd7/S5OjUaDa5fvw5/f38oFIpyn0elUiEiIgLJycmc89MA3xvz+N6Yx/fGPL43JSvv/RFCICsrC2FhYfAwldPtPqev8Xl4eCA8PNxq5wsICOBfRDP43pjH98Y8vjfm8b0pWXnuT0k1PS0e3MIYY8ytcOBjjDHmVjjw3adUKjFnzhwolUq5i+Jw+N6Yx/fGPL435vG9KZmt74/TD25hjDHGyoJrfIwxxtwKBz7GGGNuhQMfY4wxt8KBjzHGmFvhwMcYY8ytcOAD8NVXX6FOnTrw9fVFTEwM9u3bJ3eR7G7+/Pl48MEH4e/vj1q1amHIkCE4f/685BghBObOnYuwsDD4+fmhe/fuOHPmjEwlls/8+fOhUCgwbdq04m3ufG9SUlIwevRo1KhRA5UqVUKrVq0QFxdXvN+d701hYSHefPNN1KlTB35+fqhbty7effddaDSa4mPc5f7s3bsXAwcORFhYGBQKBdatWyfZb8l9UKvVmDx5MoKCglC5cmUMGjQI165dK3thhJtbuXKl8Pb2Ft999504e/asmDp1qqhcubK4evWq3EWzqz59+ohly5aJ06dPi/j4eNG/f38RGRkpsrOzi49ZsGCB8Pf3F2vWrBGnTp0STzzxhAgNDRUqlUrGktvX4cOHRXR0tGjRooWYOnVq8XZ3vTe3b98WUVFR4umnnxaHDh0SiYmJYvv27eLixYvFx7jrvRFCiPfff1/UqFFDbNy4USQmJorVq1eLKlWqiEWLFhUf4y73Z9OmTWL27NlizZo1AoBYu3atZL8l92H8+PGidu3aYtu2beLYsWPi4YcfFi1bthSFhYVlKovbB7527dqJ8ePHS7Y1atRIzJo1S6YSOYb09HQBQOzZs0cIIYRGoxEhISFiwYIFxcfk5eWJwMBA8fXXX8tVTLvKysoSDRo0ENu2bRPdunUrDnzufG9ee+010blzZ7P73fneCCFE//79xbPPPivZNmzYMDF69GghhPveH8PAZ8l9uHv3rvD29hYrV64sPiYlJUV4eHiILVu2lOn6bt3UmZ+fj7i4OPTu3VuyvXfv3jhw4IBMpXIMmZmZAIDq1asDABITE5GWlia5V0qlEt26dXObezVx4kT0798fPXv2lGx353uzfv16tG3bFiNGjECtWrXQunVrfPfdd8X73fneAEDnzp2xY8cOXLhwAQBw4sQJ7N+/H48++igAvj9altyHuLg4FBQUSI4JCwtDs2bNynyvnH51horIyMhAUVERgoODJduDg4ORlpYmU6nkJ4TA9OnT0blzZzRr1gwAiu+HqXt19epVu5fR3lauXIljx47hyJEjRvvc+d5cvnwZS5YswfTp0/HGG2/g8OHDmDJlCpRKJcaOHevW9wYAXnvtNWRmZqJRo0bw9PREUVER5s2bhyeffBKAe//u6LPkPqSlpcHHxwfVqlUzOqasf6/dOvBpGa7jJ4So0Np+zm7SpEk4efIk9u/fb7TPHe9VcnIypk6din/++Qe+vr5mj3PHe6PRaNC2bVt88MEHAIDWrVvjzJkzWLJkCcaOHVt8nDveGwBYtWoVfv31V/z2229o2rQp4uPjMW3aNISFhWHcuHHFx7nr/TFUnvtQnnvl1k2dQUFB8PT0NPq2kJ6ebvTNw11MnjwZ69evx65duyTrHIaEhACAW96ruLg4pKenIyYmBl5eXvDy8sKePXvwxRdfwMvLq/jzu+O9CQ0NRZMmTSTbGjdujKSkJADu/XsDAK+88gpmzZqFkSNHonnz5hgzZgxefvllzJ8/HwDfHy1L7kNISAjy8/Nx584ds8dYyq0Dn4+PD2JiYrBt2zbJ9m3btqFTp04ylUoeQghMmjQJf/75J3bu3Ik6depI9tepUwchISGSe5Wfn489e/a4/L165JFHcOrUKcTHxxc/2rZti6eeegrx8fGoW7eu296bhx56yGjay4ULFxAVFQXAvX9vACA3N9doJXBPT8/i6Qzufn+0LLkPMTEx8Pb2lhyTmpqK06dPl/1elWtIjgvRTmdYunSpOHv2rJg2bZqoXLmyuHLlitxFs6uXXnpJBAYGit27d4vU1NTiR25ubvExCxYsEIGBgeLPP/8Up06dEk8++aRLDru2hP6oTiHc994cPnxYeHl5iXnz5omEhASxfPlyUalSJfHrr78WH+Ou90YIIcaNGydq165dPJ3hzz//FEFBQeLVV18tPsZd7k9WVpY4fvy4OH78uAAgPv30U3H8+PHiqWOW3Ifx48eL8PBwsX37dnHs2DHRo0cPns5QXl9++aWIiooSPj4+ok2bNsVD+N0JAJOPZcuWFR+j0WjEnDlzREhIiFAqlaJr167i1KlT8hVaRoaBz53vzYYNG0SzZs2EUqkUjRo1Et9++61kvzvfG5VKJaZOnSoiIyOFr6+vqFu3rpg9e7ZQq9XFx7jL/dm1a5fJvzHjxo0TQlh2H+7duycmTZokqlevLvz8/MSAAQNEUlJSmcvC6/ExxhhzK27dx8cYY8z9cOBjjDHmVjjwMcYYcysc+BhjjLkVDnyMMcbcCgc+xhhjboUDH2OMMbfCgY8xxphb4cDHGGPMrXDgY4wx5lY48DHGGHMr/w9QqXYQ3BQp8gAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:57:44.807610Z",
     "start_time": "2024-10-08T14:57:44.725935Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7))\n",
    "ax.scatter(data1, data2, s=50, facecolor='C0', edgecolor='k')"
   ],
   "id": "eee6cb96ce5fc2df",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x11b42e360>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T14:59:38.270944Z",
     "start_time": "2024-10-08T14:59:38.206432Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7))\n",
    "ax.plot(data1, 'o', label='data1')\n",
    "ax.plot(data2, 'd', label='data2')\n",
    "ax.plot(data3, 'v', label='data3')\n",
    "ax.plot(data4, 's', label='data4')\n",
    "ax.legend()"
   ],
   "id": "73c2f586ef591ebe",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14aa997c0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Labelling plots",
   "id": "831b5a087c3c84ac"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:00:28.023694Z",
     "start_time": "2024-10-08T15:00:27.875741Z"
    }
   },
   "cell_type": "code",
   "source": [
    "mu, sigma = 115, 15\n",
    "x = mu + sigma * np.random.randn(10000)\n",
    "fig, ax = plt.subplots(figsize=(5, 2.7), layout='constrained')\n",
    "# the histogram of the data\n",
    "n, bins, patches = ax.hist(x, 50, density=True, facecolor='C0', alpha=0.75)\n",
    "\n",
    "ax.set_xlabel('Length [cm]')\n",
    "ax.set_ylabel('Probability')\n",
    "ax.set_title('Aardvark lengths\\n (not really)')\n",
    "ax.text(75, .025, r'$\\mu=115,\\ \\sigma=15$')\n",
    "ax.axis([55, 175, 0, 0.03])\n",
    "ax.grid(True)"
   ],
   "id": "3901d60182729975",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:02:11.109697Z",
     "start_time": "2024-10-08T15:02:11.059666Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7))\n",
    "\n",
    "t = np.arange(0.0, 5.0, 0.01)\n",
    "s = np.cos(2 * np.pi * t)\n",
    "line, = ax.plot(t, s, lw=2)\n",
    "\n",
    "ax.annotate('local max', xy=(2, 1), xytext=(3, 1.5),\n",
    "            arrowprops=dict(facecolor='black', shrink=0.05))\n",
    "\n",
    "ax.set_ylim(-2, 2)"
   ],
   "id": "1df922e3ea542b4c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:03:10.860950Z",
     "start_time": "2024-10-08T15:03:10.798802Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7))\n",
    "ax.plot(np.arange(len(data1)), data1, label='data1')\n",
    "ax.plot(np.arange(len(data2)), data2, label='data2')\n",
    "ax.plot(np.arange(len(data3)), data3, 'd', label='data3')\n",
    "ax.legend()"
   ],
   "id": "f411ab6b24bc1146",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11b3067e0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Axis scales and ticks",
   "id": "a1836cef6d0f5be6"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:11:26.776431Z",
     "start_time": "2024-10-08T15:11:26.594399Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(5, 2.7), layout='constrained')\n",
    "xdata = np.arange(len(data1))  # make an ordinal for this\n",
    "data = 10**data1\n",
    "axs[0].plot(xdata, data)\n",
    "\n",
    "axs[1].set_yscale('log')\n",
    "axs[1].plot(xdata, data)"
   ],
   "id": "ca03422c1efe111c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11b3c93a0>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:12:34.006858Z",
     "start_time": "2024-10-08T15:12:33.823410Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, axs = plt.subplots(1, 2, figsize=(5, 2.7), layout='constrained')\n",
    "xdata = np.arange(len(data1))  # make an ordinal for this\n",
    "data = 10**data1\n",
    "axs[0].plot(xdata, data)\n",
    "\n",
    "axs[1].set_yscale('log')\n",
    "axs[1].plot(xdata, data)"
   ],
   "id": "b5e5e0ceb52daae9",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x14adf1a60>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:13:15.826609Z",
     "start_time": "2024-10-08T15:13:15.711176Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib.dates import ConciseDateFormatter\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5, 2.7), layout='constrained')\n",
    "dates = np.arange(np.datetime64('2021-11-15'), np.datetime64('2021-12-25'),\n",
    "                  np.timedelta64(1, 'h'))\n",
    "data = np.cumsum(np.random.randn(len(dates)))\n",
    "ax.plot(dates, data)\n",
    "ax.xaxis.set_major_formatter(ConciseDateFormatter(ax.xaxis.get_major_locator()))"
   ],
   "id": "713e28cf3a0cf9c2",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:13:51.862111Z",
     "start_time": "2024-10-08T15:13:51.808055Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 2.7), layout='constrained')\n",
    "categories = ['turnips', 'rutabaga', 'cucumber', 'pumpkins']\n",
    "\n",
    "ax.bar(categories, np.random.rand(len(categories)))"
   ],
   "id": "4a20e6d856bbfb99",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 4 artists>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 500x270 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:15:35.271867Z",
     "start_time": "2024-10-08T15:15:35.058467Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, (ax1, ax3) = plt.subplots(1, 2, figsize=(7, 2.7), layout='constrained')\n",
    "l1, = ax1.plot(t, s)\n",
    "ax2 = ax1.twinx()\n",
    "l2, = ax2.plot(t, range(len(t)), 'C1')\n",
    "ax2.legend([l1, l2], ['Sine (left)', 'Straight (right)'])\n",
    "\n",
    "ax3.plot(t, s)\n",
    "ax3.set_xlabel('Angle [rad]')\n",
    "ax4 = ax3.secondary_xaxis('top', functions=(np.rad2deg, np.deg2rad))\n",
    "ax4.set_xlabel('Angle [°]')"
   ],
   "id": "7408f05f03c9eeae",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Angle [°]')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 700x270 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Color mapped data",
   "id": "cd0c9436bc26257a"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:16:36.506549Z",
     "start_time": "2024-10-08T15:16:36.034960Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib.colors import LogNorm\n",
    "\n",
    "X, Y = np.meshgrid(np.linspace(-3, 3, 128), np.linspace(-3, 3, 128))\n",
    "Z = (1 - X/2 + X**5 + Y**3) * np.exp(-X**2 - Y**2)\n",
    "\n",
    "fig, axs = plt.subplots(2, 2, layout='constrained')\n",
    "pc = axs[0, 0].pcolormesh(X, Y, Z, vmin=-1, vmax=1, cmap='RdBu_r')\n",
    "fig.colorbar(pc, ax=axs[0, 0])\n",
    "axs[0, 0].set_title('pcolormesh()')\n",
    "\n",
    "co = axs[0, 1].contourf(X, Y, Z, levels=np.linspace(-1.25, 1.25, 11))\n",
    "fig.colorbar(co, ax=axs[0, 1])\n",
    "axs[0, 1].set_title('contourf()')\n",
    "\n",
    "pc = axs[1, 0].imshow(Z**2 * 100, cmap='plasma', norm=LogNorm(vmin=0.01, vmax=100))\n",
    "fig.colorbar(pc, ax=axs[1, 0], extend='both')\n",
    "axs[1, 0].set_title('imshow() with LogNorm()')\n",
    "\n",
    "pc = axs[1, 1].scatter(data1, data2, c=data3, cmap='RdBu_r')\n",
    "fig.colorbar(pc, ax=axs[1, 1], extend='both')\n",
    "axs[1, 1].set_title('scatter()')"
   ],
   "id": "27009b167e141f9d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'scatter()')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 8 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Working with multiple Figures and Axes",
   "id": "edb86a011a889602"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-10-08T15:18:58.721656Z",
     "start_time": "2024-10-08T15:18:58.550705Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, axd = plt.subplot_mosaic([['upleft', 'right'],\n",
    "                               ['lowleft', 'right']], layout='constrained')\n",
    "axd['upleft'].set_title('upleft')\n",
    "axd['lowleft'].set_title('lowleft')\n",
    "axd['right'].set_title('right')"
   ],
   "id": "c811e851cf8a636",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'right')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 27
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
